{
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ndarray对象的内部机理\n",
    "<br> NumPy的ndarray提供了一种将同质数据块（可以是连续或跨越）解释为多维数组对象的方式。数据类型（dtype）决定了数据的解释方式，比如浮点数、整数、布尔值等。\n",
    "<br> ndarray如此强大的部分原因是所有数组对象都是数据块的一个跨度视图（strided view）。\n",
    "<br> ndarray不只是一块内存和一个dtype，它还有跨度信息，这使得数组能以各种步幅（step size）在内存中移动。\n",
    "<br> ndarray内部由以下内容组成：\n",
    "* 一个指向数据（内存或内存映射文件中的一块数据）的指针。\n",
    "* 数据类型或dtype，描述在数组中的固定大小值的格子。\n",
    "* 一个表示数组形状（shape）的元组。\n",
    "* 一个跨度元组（stride），其中的整数指的是为了前进到当前维度下一个元素需要“跨过”的字节数。\n",
    "\n",
    "<div align=center>![image.png](attachment:image.png)\n",
    "Numpy的ndarray对象的内部结构</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 3)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ones((2,3)).shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "一个典型的（C顺序，稍后将详细讲解）3×4×5的float64（8个字节）数组，其跨度为(160,40,8)，通常，跨度在一个轴上越大，沿这个轴进行计算的开销就越大："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(160, 40, 8)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ones((3,4,5),dtype=np.float64).strides"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NumPy数据类型体系\n",
    "你可能偶尔需要检查数组中所包含的是否是整数、浮点数、字符串或Python对象。因为浮点数的种类很多（从float16到float128），判断dtype是否属于某个大类的工作非常繁琐。幸运的是，dtype都有一个超类（比如np.integer和np.floating），它们可以跟np.issubdtype函数结合使用："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ints=np.ones((10,),dtype=np.uint16)\n",
    "floats=np.ones((10,),dtype=np.float16)\n",
    "np.issubdtype(ints.dtype,np.integer)\n",
    "np.issubdtype(floats.dtype,np.floating)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "调用dtype的mro方法即可查看其所有的父类："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[numpy.float16,\n",
       " numpy.floating,\n",
       " numpy.inexact,\n",
       " numpy.number,\n",
       " numpy.generic,\n",
       " object]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.float16.mro()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.issubdtype(ints.dtype,np.number)"
   ]
  },
  {
   "attachments": {
    "image.png": {
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bCsMq55/A97nYsusGFl2Yhc0QlTLe0KIRp0mFQYsGhlNB7Ict+JR4uyPfjuqpYASwZJAS22GMmqJcVrxxUFlmFiwkEmn4vnJVw3xq/LJgiQEe7YUFzdv0+81QCRsUJa1LxCwnMs/hx7yPnylEmJScuvAod4yxONX4XPUBFtu8XtvRTTVyMdK71SV5E80BpcoMboRjgK4TedDNXC6XQzKZgOkYcIpJJBzlmkzjN47N+LXO5CeN4ThNck3+G/hin1x+J3DlgC2Q9SSccbQoyAvP1jnpXucO24TY1Ftijx3So4ruVrsX6RVquIGNXuzIOhC+Unmtr9QQ2oAZGGJvTXOact3pQFs6r+TZXHjOvilS2lAWaW5uhlVXJ7zcchzYJRdOkr7JXfiehcBxyrTrPHTURtpoeJlHBtY/3ovgxk4jNGBJBxLCEA2vWFHIM06hd6X2IVbWn+pLLuwrd1HRRUzmlLxFPKHL8km1vhJ5VNMVCsrqHEUErXoJlGKpKACi/2X6u+OUAcGlhV0NnC4jrqsjYhY5UyiabSUkVGiOBOEozc9Lfy35J8+IBN3A98pTPIZtSd1SvUuh1yNj7Oo62dT4pE75z5bFhmoaWFEZhgZKrocctWO2BdtRO0ISyxysxQdsFRxsKkFb4PsIw2QW7U0a2GJpzsBzV9aVFLNiB+UMEjPsJNj+ZbBOwYTc5PPSeMolsekXUmQclUkZs4L5U/H6fiAzbH7ow3RsuI4rLso0hnnmbNunCcPtoBQVoMqwEZoiP3A9ifRO5f5o08u5q2PoyNsU8c+csO+WKwOycKqr0+6q+DhbK7xEZj+VprMjLInSwFA7/rE/YN460vJuUWtVYUyquWizF/KjUrEoMgp5VMIlv3dlMVuQTKgmFhWezue6eFZZ4NUB+IEeZTIOKlnUFHkgZ1Z5IMug+FY94/vIo05X1dmnPh5OGxeDknQWZgRAyVTE9DZXBoWXcBGhdJA8c1zNpYYUg5VKzwwDeJGQy8ZBBqsFXZ7ba8o2F61dEa8uTpkWjhp4PF7iV5ixKpD4q8/kNdsx9bh+4InQSybtcYEXuxqatnAKyPdATYVu892tIEgzZ3+peTD4E00vAa00EfQwYoc2UrQP9PlTml3mg/wr/uuueeywzDmzFtHf/n3HAkX7UJ2/Z3wSp25AxEk0w8NOhXxB2k6oOvvOx7w1JEtA2I1SVomwR4URBT8eFCqKbkl4cyKdKvPeNv1uDMefFgwzX1rgUBmlooxaXVPaMMVdmRlWyJMg3e1fG+FOKpGKRh+BpwZ+bBvd/eCaFR7cnVJGWVrLpts6X3KCj55uqCAjrxXeGvUJ8XBbOrPCdDibXEmY7aJQKKBYKqn+K5JXtJyiz22wV/m8zVVZ4OVT3bDiH9ILg2fS12kAjy5FONYJTBFwOZXsm35svVqMyjbJtL9pX6Lr+64StqNQlbcRA2+fVOw+pm+NtKCVl3yn44/HKfkVfOi3+kk8Nj5jY6+MpqykjepMnTCzfE7t+iUdsdj/6BRUnFz8p58oiippVa50uhWa218xrDjNiF6IsMtOlAKvQa+8SuDlve9Rq+vCcZTfUg0annkQCxoP7dPpXvcsOa3iVe5wFH3MpSpV+opWLKBrKFd10rbOKuhhPenajNfe+tPWtFZCVZ7oqyinlSCxK/1OzbaQGhNOKgUZbMFAqViA75ZQ8ItwHFumVw3xE/pxNLIcebQNp3Oo36h7TUWMsI28NALaXTPnjDNKTWy0A7gBTW+UXSRt0IjZNjyrfce7kTRsyc8kh8LlyUdUG9TpS8lTq9SR+kkH2tAzIy1rbjkbAqSrqmS3QuX6LQ/bUoteZXMEXQdROnE0qNpRT9T/Sn1JEjpwm5s4oqLwEcbUnX62/oy1bXc6LL+N08PnnYtPo13HtHFnlT5nJCjkKkGXI29FA7FKm0SaZLuhL+sM2uNY+op4r79xhGyhr9q6AazUiRJwKeRS6KXXoNDw4SutTLmONpzItnXZvqbX5sCag3YipaiOBD9cLBqESKZTqEqnRcNYLBSk2dCEjrypDO11RK3Koi29la+YinoXf7aOqMoY1uVbjpVERDeETLI6o+xyKcS6JdmmXPHRGLVGCDuVQTLhSB7oBYE7lcrOpDqYzp1WGnVAq/BdgzNDrE5leCvklImL50Y/LCcQf6mu+cqkp57Yq8i3OpV0Wjmn5RXuUKnbitAS+6yjy7LAqz9ioPg1feZRsJWKETtOtlveqyljtbmB0gJ3lED7Zyof7Rm6zp0+66+YewKrUkASQqYWFFjK+NSftDur2RPSSs0Xv+aPmhTeaTq4CprTLmr0pvOmolLAJgnyNU2W2Q+IHXP0PVe8kxCuKveVZ4BVK5bgseefw6CBg/DFAw9G0VX7iqsRIr9jrtToinnk5yqXkkNJmrTrOykJfdMuj/FbhhO76jI7URHzuW5cxCUZLv0kchSotbsaMPocj3dzXTMtCtYEMM8sH32t02SYdY+sdVkqn8PlEiNupUSl1mKDMh3rxp+V3BHNeLCSQiPCDtMi1liffE48fVyl6Vrn5i3qWrUptTJfCX0U15mbdWsX1Jdsu4bsRNO0chke/feT4muZLq0O//o30XfbASiW3Ah3xJ7+qn1ZxGlWfp1lcWrk7kzN+ER0S4dOTwrUK68rvvbxr/9epa7j4lm1Mw7gaKIh2+wGiDS7lRkJLfhuSfy2z4nGbkeDRb6T6cb2H5X5kIlAGFo0/S3Q0nlXeFjr0415QM2jZSDwlEaHnWE6mcBrL7+AhfPm4LCvfBWNvfugwDUb0Wpp1rk+WD+xW8GRTxyYFkxxF6fqRHY7ZFgu3pKZQ6anMCx1LAMaxqraMK+YiuprVL51mus6m0Gkiaa+tEyUiq8tnboc28aksKZTZhlXnrQNuSF3UVmV+bfCsHYFGIY+fGrXbBNeNGCLY3dL4Veno7FKGngQo3Ecx6/1N/HS0CUmHIB1WoaKqk297JT2u+w7lRa1HCge1TquKTgruUMFUPHKtaHWE6mBhepPhU+ImaXGKYVtTWXHSRBz7JHpx56yAg/ympqqNCZ/9AHeGv8Gdh29O3bfcy+sbmoG7UhVWah8rC2H8Lka5CjJQ3FH8nBNi+btTFs/U9TFaeV1FFektpG8RlIRMS+uYUl/QN5v4fkn/w/z5s6V/nTn3UZjry/sJ3bjilI2RR+pZBJLZk/FS6+8gt12G41dR49Gc2urLG5XeanQoMtGySkqN1xIq1wmWvBLRQTUgltWxN/iphHlVCN5Ky7NdVwXUmzMc/QpT8Qg5RTKLVpe4TPlHaTCKzrCZzwVmwE04OPX+hlCLlSjb1cbZC6cF7W4W4oIfLRRcsSNhDj2j8fcwTWLkGJJ245RMXIWqu7Q1RQmAUj3JXxDQ/FIXCWzpu9qvuViAGGgqmRUUeoCVgRQOOG33PXGNTiaIcMN4AQlyQdL1YcN17TAVbI8lNbal13khCq6D+RiPV/5osg5FCrprYLlwOZlIwB3/zBh09G4aeLSiy7As/9+HDWZKtz/6L8xcve9sCZXhEOfxrIbmgnP4HfctEM1Mm2rxxyLqMQ0o2kxLkSjP9mPO2iuIEiRcuHmE7zjjmQsBbWUyROXVCzBtgfrf10/huQ7HmVstP18o++0/TAjoD0xDzJdLeQqYKtVy5oGJUgSH57446OnG+WVIiokw4Uhq4EsYQQWhdCNprDthwmfAp4HzyqJ+QDt1+2AO4Op8vYsDz43uwgSgnh+LUxUc0ViWsoyooijbW7NGdnUEu2+4UjnwHbF9sba85CMmF9beip3NEeyYSMBd+Uq/PbC82X/Ob4/ePe9UTVgOFyf5g5mNN1V0XsTc+ogoivXJlsHmZtvwwwdEeY904Un2y2yTdiwAweunZeNaD5WwNdlUCG6gyumz+0cIyf1htoimrxDBqpUjvmm/Dqq067GZwcErvWIGCVm+aMWQtNAvGoBQrct/a4ciWCYnTV33aLtMndJZBlQYmLe2eGT/+p6KX+50RdqISdtdR2kk2l88PZ4nH/8D1HMrcH73/kf3HjL7TCQRFD0kLSAIll9lDz7AycyHyJJrjDZpCzCclvWoJp+gxM2vNBGCTZKFKRCH7YoBtS2z8KNmD0RelUtksOznQiPVqtW1ps/crCE64igS55dnm2U9kUerTZ0kIGkKG4UL4xjRvhsRAONv9wumrJmUdH0jxpNsUOXeoy2OqdWyvNgB2mYJc6YKtmIuFgLG+stgY1/qfko0+M1hQjaDfMgP+ZzvWhZ00SM81p/w+/kWgYbnPhVi7JlIlhiooAbwLfYl3qqLxO78I/HMbGmBGfWciTwSnlGirZIqjZQgB06sL2UyCgBNcjkv5Yvgyw7sERuydMtpRQzaz+OAPWUUgL7zkTgSr9M9py0bTQvWYQrTj8Zkz+aiEFDh+GBRx9HbeM2kD24ytlQIxs9oJGEWKmhLdp9OyT/pgLGhGuofp9h+Nymht+w5Efk8+CGUepoy4sNoyQzuKbvwAzp6g5wrZKa+eFsQuDIIt5/3v0HvPH6GxLFsSefjoMOOAirCyU18IwW4Hn5HK495UcY9/4H6NO7D/72+JPoNWgwCoGiU/NxZYLCGX0OVtVMKem1rLRaxFdwkfYCZKpSyCXSaG3OwkklpV/UXjuUiEyFjhJMxV1qlMO1TtIvlrV/8lrwGQ3GqNFVpjPqS1msHkWiMa3PGqdajuBzkw/jhw7c5hmDSLD2wiqh0xGA4l9XrishWaFqJzA9siF+dcEQ6az0gB0Az3DgsRM3HLhGEkUzhZKRVEKBYYkwS4GWAqRnOG1+6hsbvviWUEIvp1Z8CWvDNRJwzQR8JFC0AxRtX0w3OA1OengwjzTrKDkhihbgGQn4/E7SSsAjfSZ9VzgIrQSWrG7GB5OmyLctuSymzJ8HZFLwEw5K/N4kUEP4Fjt0pqMqWJWBKmqWFQFNQZdn3dlUSvPjrlTj6SgUq5K4Yl13VN/8Zl3PO4pvY5+RgRKML7/8Mi6++GKsWLFCmC6fUfAlE9Z0MGzbg/lT2FX/2+dXPZVvZEai7debcic4gyOY8eHIgEcxLWLPFr/VHAQp+ki3EnA1vivCrqKZAxHXsFEyHZTMpOBR4YmbZtjwTGKNmKMgXMF7h9emIVj1bAvVPRpkxzkRuBIWXEuZJQVihkRURwxVpl5JrcI8mbP6cTBBgcZEyQpRYhuw2D5CBCY13PSx6cEzvYgPxMp8Uwq4ww5JY5YRKz4k/9eD4U0ioZMfE5/kocViEZdddhmeeeYZERTigq/Grj6vO2qWf9Q4y4G6qkzLEcoFOw0rwUE6WbGBDz76CMVcE1W/eG/i+8gViyJ8mskUXFAAd0QpQMwR25rPkgdycEapLdfShIbaKth2iIkT3sW0KZPFWTxnvXiwXXM6m7yV+KmYypEfAl7EG8kfO4N1DtzzjubZ1PCyyUU8m52zEUi8RduQtqX4tQXfZLtS7ciN+g39rm0pbfxdhRvpzrtSj/qdRjFTIY40r9v4VDv/JTHL+mCaPC9ZsgTnn38+PvjgA9lxk/il3SSFX41xHfu66KzkUIdUHFCqRTLdUYhK2PZXIvQK72SdUthmW1OhdEzEpcdBFXmUacE1iVPyZvLhSGbgYkxRmFEbvPZP4o4G2Jp/u/QokajCvCUrMHnaDBiWg/kLlmHO4pUwkhm4NBcQHJE/R3xf+oQobV5TPiA9ZbmE8gyVdFpWIY22KGxkoBcpqSo0+qJYo3KNP8WhKTup2QwOpsizKUhSIBXFSABUVdeUB9+pdKZt/VF5Z5pozeYw7v1JgJXC0mVLMXvxSviJKpS44Y/0YYpOaYeRvEKTVrZbmlZ5hicqmETKQk1DNRYuXohXX3wW6QSboIvAK4jSQslQqg9kzWnst6/r8n0FLAo8+gXbh76W84a3F8F6e/C2F4DbpKHGWm0fbcCdBik/IZjjGZAJ6ajiuBUup3wCj6MkaidDeAF/1OoSJBQMEnLNUZPnGxjHm6wAACAASURBVDLioq02t3OkS3r9Exj4UN9Ld0LfrEDJpx0VaWB4Mj926mS8alTKiiIdIQUvur6AL5oMdvwiaFAk8DmtqvYQZ1flBgGKfoiGnr1x4BHfRF1DPXb+4sHYea+90Vz0EDoEPO2eZdIFbuDC9UsIXV/8ycpUeVQoPLGMtNAbL6sNKPL1BpXBFNOJmG38LHWkA6w3lk1/SUHghhtuwN5774277rpLhF16jOBBpsv3ZMrrOjoum46friuOzj9n/ZEpqPrnYga6HCIT4zKUkk8PGGojFg5gBNcU0AIuFHMR+C44a1J+7nOqhj9uLKCwzbdicsJv6DOXMxABt5qlKQoxziWI1AbSr6XCPrW2ZP4cPYu9PXHGqdPIVRDH7USx55fgB9Sis3wqLZJX1ISZ9GPslQC3CMMtyGjaY375Y/sgmwtL4iPXkMVwLrygUPZ/3Ply3JCQqi71fznzn3ogEbXH7obE3hVhqQ3jwO1b3/oWTjnlFEydOrXsKJ2DNwrEDNNdDl18VNSymX/xgAMwYMROqK7K4NgfHYeqmlq4QQjXJYYClKidCS3BXEn4J2SmQPFOB6HnojZh4u/3/xnHfPubOOH//Q9efO5phOz8aDpFr060vQ494YEeF876Lkq+K7gUvhjxRuJXLbO1wV0hFe7ZtdOdHhcukoeTQ3PnpVApD6Ita8mzA/Jrn5o6X/g5hWlqzzmMk2+lDVGbzHugFBrwTaVc2SL1EykbpOAj/qvT1TjW95vrzHSoUND9Pfnr3Xffjf333x/XXHMNmpqakE6ny94iGJYHw69r4BZrjmuTXWE1a7/7uCfsn1hRnkefbsKnJDrJA/PB/p08igMZ8mXVtwe+UpzJhi2ui9AtyUyDEhLJ7yIRkoNW8lqXnl4UL+YuXrmSi/5DtsdXvnEknEQCB3/92xgyYifkuEu9ydli8mDiMYTLfiDkVD7vlbzh8poDQio0hKYAPsMQxz5kIyhXsBjnxEqzLZMmbHPsL9wSDAqQUgfsa8jreVB64cygB8MrInQLCENXzAtYX/yxrkShppkllWi+j5qaGnzj+z9CKpXCPod9CzuM3hOuT1nLkbP0M4FSgXjUensltXbCYF9M80zugglMeG88fnL893H0EYfglt/cCMsrwS+0yrbwotGNtLqkVtHdOSAILvXoRrN6PSiUcwSa9YIuChM7fWIcWMlSzDwrTQGPIxsyxbrqWjiJtEwNtrS2iB0NR5wES2u+KFoJAtLwS2RhUnkOHdWHQC6bQ8l1RUCiFiORSKImkRSdUEvRR9F1UVOdQdquQugV0dLSKkYNlmFLZy4aVzpjDnwxR0g7CXEavqaQQ44NznJgBgHSjoOqTEIAVyi6yJY8NDbUykr4QmsLrvvlL3HS8UejV78hCNP1aC5yil3ZuJEpO5aNqqoqJJ0UnGKAXCGPAoFtE8KVQ4Teym0XXlXMF9pHuiWZLtNmoyRznT17Nk499VQ8/PDDuPDCC3H44YfLc04R85dIJNQUWjtBvHNNqH0uN/aeU4ABEo6FdKqaZtsosv5zJVRX1yGZIkcJkG1tgiz2YaMNiaV0eRFQqahcwrHDra6ugs3pYtNBLl8SW+9kwkY6mRJthlssgPuI19RUI5VwQCbe0toqHbptWqiuq4blmCjkS8jnctF0mN4YhiWj2hhpyCQTSPbsAd8robW1IAKEWhwQaRZ9T3zlV9VUIUEbNc/FinwBRZnKZLYCpJKOxGPCRSGfhef5aKivhQsDTa0tstp3Y0v2Y7+LMTfBKFu1ZoKxj/lsSx9Mk+2ZOKXg8OSTT+Kcc87Baaedhrq6OqGT7/S0cRv62PFKVbGDaTMOaROsq25IKzft4KpnJ5FESzaH7YZuj38/9zxWLF6AkTvuiIWrWuAkqpFOJJAhxg2gOVp8W19fKzscFXIlZAv5aFtPH9v0bMTf7vsTJr0/UUitr65Cr8YMglWcsSlK2+XiWW4oUpVOIZ1MgjtD5nN55ApFmJYSIFgWtAXmYK+GPDLpwHN9wX0tHc/b3JRE8cySweGgAcP3YQU+6qqrBbsU0JvyOeRE2HbEFI/tJ51IyXWxmJd+or6+HhS+m7NZqYNopryrinod8Sh8xrEbv+ZH+p7nzXFQoOCPgzHNV2tra7Fw4UJceeWV+Mc//oFLLrkE3/ve90RbqE3NKBivT/nQ9bSGcCwDVdXVojEkp2rJ5cSlIumuSqYRBjSfcYQHswXVVVfBsogzD63ZAhzbRn1tDacYkMvlUSjSZINKA9rsUmD2xIY9U8NFvjYKXohcwZUFXw211fjDHbdjzpwL0X/wUHh2EvkChW5OrQdwOJNWW8uoRZZgM05VZ0ATurxnoiXvI+nYqKpW5mjZgoecW0S98PMkUHLRlM2J7EJPCeTTcqYQy36jKiP2tgh8NHFbddrVyww4SyKAQVnCDFDD/BkJpRBZazaUtULK1Jn9Fxcz3/rHOzH5nAswePhQlMJQZKt0munZ4ru+mMvKmqSaulokbANuKYfWLOUlmngC9VV1eP/NcXjpqccl5n6Dtkd9dQKZwETBD5EvUg7jdu8ccFLsVqYfWvZW9HTwvyPIx/h81HqkjbTRenQQVftHawm8m6uBtU+Yui8eqhoCGNTiwUeP2mqMGzcGs+fMQa+ePXHA/gdgwrhXsaapBXYyhR13HY10VS1KgYuMAzihj3EvP4clCxciWVWD3fbYHf37bYvWbFaEhnlzZ2LulIlwLBNDR+2K3v36Y+xLz2P5wrno1bMHvrj//vBYI34ojJs7yVXZNhIhMOG1sZg3ZzacTAa77LM3evXfFi2FHFKcBpgzC3NmTJKphmHDd0C/QUPx9OP/QnUmhd133w1j/zsWll/CR1PmYsSue6O2sQ93UZdRas+aWqxetQJvv/0O5s9dgLqqeozYcUf0H9Qf2VJJ9huPlxeFXimrjoAQD/hx11E8uo6V2xLFXCX+iAmSoZEZMpxmjDzrMB+XTGff6ziZDhkq7zmw+e9//4vXXnsNxxxzDC666CKMGjWqLDBoZkvH2uwQ2UtRQ8pvWTw6b52lYcPDUVgIsWrZAsyc8iFoCzVw8HbYcdfdMfbNcZg9eRJqatI4YN+9kezRTzR7CcvE++++jdWrV8noe9CgIeCv5PuyGMJbswQ5z8DwnUdjm20HYNH8OZg9fRJCr4QBAwdg1E674vXx4zB32lRhrsRsQ32dMNgXn3oBq1csw/Add8Juu+yClnxJbIdtFk3ZFiZExklgzrRpGPfaK+jTuyf2OeBQhJYDr1iQ7Zc5gid2sy3N+O+4sVixeBFq6uuwz/4Hoa62B1qyRWSqqjBn5nQsnDUNdlDAjqN2QF1jH/z7n4/BrKrBAYceiiIFILHVVNjZ8PJd9xeEoGguPB+JpMIoQ2u86i95r59pjOl37e/184096/iYnm4vFGo5RUwznYceegi/+MUvBMt8TpxT06vDSrqy2JUL8pTGTck4m9rY150j0ix00Aes6yGdSmL+vAWYPeVD1KQdzF+0CDvuuS8KJRczP5qIliXzgGQK++y/H7KtWTz1zJMoNrVixI47Y+ROo5APXeRam/D0k2PAAZoui5nTp+GZp14EzQZG77araHnpNTOTzmDixPcwa9oUyfPOO++KESNHorVQEntX0pQwfKRSSbw9/jXMnjEDffr1w3777Yd3X38Fa9asQXVVNUbuOArJhgYE+SKqHAcpy8b4F1/CwkULkaqtwc577al4dmsWjpnAojlzMXv6dDimiWHDtkefbbbBE489jExtLb6w/xdFuyeuE9ZddF32hgNFthPBDwX8CLPEhcaGfsYw+llXEMD4qGRgnOS3PDMt0QYahgzKPvroIxx77LF44IEHcPnll0vZM22aODAsvysflNMiWaYsV5VfbsKF2FwCLU1rMPaVl0S45KB7r32+IIqQ+YuWYMGkdwErATNdh51H7yGrVN549Q3kW9egvrYOe+yzLxYtW4iX3xiLQqGEXffcC4MHb4eiS8GRfYgnMsesGdMxZfJHklZD3wEYteMuaGioQ/OKJZjy4UQpk1mzZmOH3fZBTV0dDC8nnhtWr1mJl59+QvjegQcdIGX4xmTFu3tuM0R4+pI5MzBn2kfieWD74SPRf8hwvPrqS1gyewZ69+mJ3fc9AE6qWnhxyrFlY51MwgaVcG+9MQ7zZ85EIp3ELnvshYFDhqGpNQ9Ytmh8q2grn8/j+X89jpWrm3DQ174hszRtSz3ClDyknGNIPf7n1VdhJxOYNnMqdhk9Gg09e2L6tA8xe9ZM1KbT2G3kKFTXVOPlZ5/H6sXzMGDQAOyz7xdQoOLPD/D2mNcwZ+pkMZEgAFqbVuM/LzwrJlBDR+yIxj7boEhVcWSTTBE9EkHaktf+TgeKsUDFEysBiVl16MCdW1u0lsDLSBiZjq5zFFYI+bgrjqAl42x0tCexLbiFHKoSlmgTbrjuatx/xx9RzOVE8PvxKafijbFjMGniRPQbOgIPPfpPMYqmZmLJ3Om46sLz8Ob48fALeY470G/Idrju1zdh//0PlJXj099/B+effJzI1yefcS5WNWfxz4cfRFDKCalHHPkd3PC7W2BZKWSLPurTGSyePRvXX3E53nh1DPKFVSKWbztgCC654UYc8uWviLH21Ilv42eMF8All1+ONa1F3Pa7X2Ofw47ArrfcjCsvPA+zp02W99fd+iC+/6NjsHxpC+qqk3ji7//AXbffitmz5qCYVfGf+otrcdGlF6M5z21TlX2VfBz921TNA5lcBW6KgUo9R36XycR4T4GCZzI0PtPMVjNDvuOzrjoYHw/Gr5koBQPSQWb79NNP48wzzxRtWUNDg3TUmgaLbmMoJNBAIFoFruPoKvrax8NVoelkiJWL5+KcHx+HUrYFR/3gGGwzeDvcc9vtyDWtlE/22nN33PDnR9CjsQHU2P7+phvx5ovPiC3aCWdfgEuuuBItq7L45eWXY8a7r8o3l/3mNpx1/ml4Z+xMnPGDI2X247vH/ABDth+JW393M/KtKu79DjwUF19+Ga675lqMf+0ViZN2W+dffAl+eOJpyLsBHM5AsoGJdtbC8089jX888iiWzpsmo+6vf+9HuOKm3yNlW6LJqKtJ4/UxY/DLSy/FtMkfAT5tsIBd9toPN/3uNskf3VTNmPgOLjj1eGlrV195JeYtWYY/33krRn/1SBx42GGyata2uw4fQkTEhAg7CouWpepbtE4xPGpcaEzxW32tMavvVbyb/l/HR7xqIYLtRrcd2kT+8Ic/FCxTY3bggQdKoqSdWOU3CFyZveK0KbXAckgbK3PhTSe0XQwqejW7lrBtvD5uLK4881SKNNh26Aj8/d/PoqZnA+696w7855H7Ud1Qj0uuvRZ/f+ABvD/+TYmtprYOZ198OX5y+qmYMmEGTvj+98UchhaTHEz/48EH8ff7H0C/4Tvhocf/D7VVKXi5HK675io89dgjaFq1VOJpaOyF0877BX580k+xpiWLdMJBlQ3ccO0V+Os9f0Yh1wozkcYJp5yCV1/6D2ZM+hD9hwzFPx5/HJZbjZpkAvOmz8B1l16Et18fj5LbzGEQBgwZhitu+g32O2B/pJwEnnlzHC4761TRbl15zXWYM28u7r3zDow+7Kv40pcOxJoWCtwxQa5dmXXVLfHL1fSsAz2A0zgiTjvDw3T4jaGJ32q+rmfOdDx8R2wSvzyeffZZvPrqqzjuuONk1m3IkCGCWdLNg8KTOhRWebcptEWRyaInywBSiQQ+mDYVZ5x4gkzvG8kkXh73OgY19sTYV17Fr849WT4ZuNNu+Msjj6FHbQ1uuvoSTH1vArYdMhg/Pfsc3H3rHZg3c6qEa+zTH9f+/o845NAvobWlBel0An+683bce9stWLpggVJKmTa+eczxuPnmmzHrozk47cfHodDSDKu6Hnc/+Aj22HMvJBMhZk3/CBecfSY+mvCOxL3Hvvth1E474oF775d2cNpFV+CQg/fG0w+9ist+doaMCk4540y4gYG/3vdnuHklgxzy7e/hxptvRzphoVTIoy6TxsIF83DtJZeI7KNkBGCbQUNxyXU34NAjviGzLTXpFJbNm4ELzz4Db40bIzQMf/Ah2MXVcq3/UTlUPmhmZ1nIF1tw+inHodjcJG3lj399EEcd/f9w17//iduuvwaJdA3OOe9nmPje+3ju6ZeAsAWW5eAnPz0TP7/4ElFQXn3RxZg2YRySIicAM6ZPxYnHHCuLMH97z19wxDe/g7zLBbzl1EWujN1WXrS5UvJJXHsr9u6RrBD/XuOYn2se3yaqdjexkmj3ZjPfMgMk0HM92Nw9w3Hwtwfux13/exOKpYIaaPs+7rnjNnD0xUrLWAaqkxSMgdXLl+Ck447F66/8F4FbQt+BA2EmHCyaPR0XnHsm5s2ejvrqFDIJMhYDVakUHr7/T3js/rtF2LUTCSSSNp7+5+P473PPyZRzwg9RbG7G2SefjJeffwL5Qg59eveHZaexcP4sXPKz8zB/2gxJn4ICBcikZeCpfz6Cu2/7g5SYYwRI2pZMY9igwAgkOU3h+6irSuOZfz2O8848BVM+mIBidg1gVnESBH37bYM87fwcp03FUdCN1rZtdI0Ig+PXEVJMqyLI8jGZm2aCGkC685bPIgE83pEz3Kb+4nEzfWH+mpEahthArly5EldffTW++MUv4v7775eRNqeyGF5+EYMlvdwiWYQgRryZDtZ5GHqoTiaRoMmMbeKFp57Arddfp4Rdx0Ym7eCtt9/FnXfegeqqtNjucopLpqD4feDCtigUAKZXAv12SFnKNC5QV5uR6R/OSjz35BO46dorRdjlynfTtjD+9VdxzNFHYvxrL4uwm6rKINvagt/f9CssXjAHDn0rCnNQFW7bCdzy2xtF2LWdKpnie/Lh+/D0/z2CtGOgKp3Ah++9j7NOPA7TPnwHVjKB+m0GAE4SE98ah0vPPxfFljWoqTLFlo6Yrkkm8ejDD+H+e+6RkiZubduRzpppa0x1TTVUBD+FT7VJgkzFxpi57qQ1Npg2w/P5pmL1476nkKLKvOJphN9w8EYh/bnnnsOXv/xlnH322ViwYIFMIxOzWvDl99SecUGJlF2H05JdU5qMhdOmdMEUBK5ozmRjmkh44XNO9RKjSTqN4CxKqYCrL7qwLOw6TgotzU34429/jWWLFiCdysAwaHLEFdyqw2J0RCCnfx3DEE3ydVdcgQfvvlWE3b79BiGZrsXqlavwq8suxUsvPA+aLNCc54H7/oQ/3XozCsUsaPMTlPK459abMX/uTKGnKuMg5QC1ThKL58/H6T85EeNefQElt4jevbeFaSYxf/ZUXHrOuVgxbwHSSRsZR7WzTCqNh+77Mx68509SoFUpbqFOw0ziLN6ddl15x2PioJna3UKBPrEd2I7SO2ncahzpM7/9OPxt7HttzqDT0Gdikz+NyzvuuAP77rsvbrrpJrTSfVW07TzD6MEev5WW2gVFKGsXwkAwyOl0g4u2iEn2E7IBAYdVALe/5mGFXJdAQT1AbZrmYAbWLFkimFXCrolkdS1WLl2A395wPZqaVqOhRz1eeu453HDJz7F0wTyJx6mq5Y4MqK+uFn/lNEdwxA0pZ5PpeaeIuoyDbNNqnHXqj0XYddJp+fad18fhwXv+jISl6qs2xX4Kgj1esM39/cH7ce/tt4iwazgJ2I6Fl//1d7zw7yeQsk0kHRNNq1fh1JNOwivPP4FisYD6bQfBsNNYPHcWLj7nTMyaOQVOgnZwLq65/AoRdh0nCZgOpr09FpM+mCR9AIliOcRxJITyXwjYAQ3RqPGlaUcJGTtEmja69NBhGbjjD7/Hc//+FxCWYDs1oli664+/x8QJE5BMpVRzoYxDDxfU4tLMlC4IabBvWrBpShoJqeV0u/yC6lN1dCatT0zgFa0cNySmah6GjOLv/ONtqmH7IXYavRcuvuZa9NmmP0pc8CWjUlNsuRKJNO79858xf+pkESi/fdT/4NnnX8A3j/wODDuBlQsX4JlnnoeVSKFQitxRhQFam1uxx/4H4pJrf4mGHg0yhWXaNsaMeV3sJHvV1+HeO+/ElA/ehGE4OOLIb+D5117Gkd/7LkwrgaZl8/HMk08ikUyLoTprnLYpH3w4BW6xiMY+/TB0xEgEFhdbKA8MytKG05jA4kULcMMvrxDflqbtyBTM726/DTfc9WeM3mtPsfkscEpQtLFx43VtALIJaIkBnwsC2dFqRsWy5Uhf//hOv+eZHTEX3fDHa/1+U89Mj2mXtQWRcKLvGT87BP4mT56ME044AQcffDDGjBkTrSSm9R4nAmwRErTt9iaU0sd/Sq0MPSHIFJ4J0w/R3NKKvttthwtvvAHDd94JhYIno96pE95FNpuT0bBNxsw6MCBTqvTUENKZYeS0mx2F6aRQDOmMXjiVML+Wlix22WtfXHrD/2LbfgOiRZkWWtY04bs/+CHOOu/nKBVcWIk0WlpyePvd92AnuVCCBKoO3POLGLzDSFxw1S/R0KsBrqemJZ/4+8OiibACFzffdD2aVy0TJvXTM87Aiy+/hJG77iaj+rfHv4K333kDTtKUVbpsr9TgfTRtCjy3iF79+mO77bZTO7jpgUh0/vgC7XwIMm/ij5XOa+KEGCEu41jUzxl2Xb94+E29ZnpCV5QVLQxobFOApWDBdG655RZZnEnBIZfLIZPJqPZuKsHclTahTHQ6XzIbE5IdMAVRukRwRctMp0PU2NEunbaEoP1rFDW3oaa5yrGn/ATHn3KKLGa0k1VYs2IZ3n/vA+F7Y95+FyN33hWup/xjnnL6GRj3wSTc/cADaKRw8fwzYkJgWg523GV3/OvJJ3Dhxb9AKsPO08Pf//Yg7ISFpcuX46477pb1F3T5t/se++CSK69G734DUCoonmGbSXGITuH8T3ffhTnTPoRpWDj6h9/D86++jK9/5xsyk7Fs4Ww89++nYaUTCGURDs0mPUydPkN84G6z7bbYfsRIcCEeberjWqWNKdXOfEO80I6Sgi55oOCvVMExsaR58brwq59vCnaZRiFaFMz4SBcP4lYfvCaeuYh46dKlouWl8uGxxx4TTNMWnKxGa6W18KG/39izDAJoaUgNobj4Yk+q3JTSJEU8ToqLEcULAppnGVxZAJTInBGKjTr56+kXX4wj/+c7KGZbYSWrsXDWDDGTcUwDDz/0V+lD6Jf6p2f8FP8Z9yau/sPd+M73foiSG6Iki4bVBiyMiwvi2P8/+tijmDlpMiwnAfblp5x5No7+wQ/FtlzNmwBFjwvcaS1pgkomrrVoWtOCPffdF7+46hr07betzHaTl455+QVkHBMZx8Lf/nIfZr73Bkw7icMO/xr+85+X8P+OP14sA1pXLcEjDz2AXo31GPf6GLzy4nNIJVJiKnfkMT/Ad844V+qiU/XAQOyT1Jy7yEMhTVuiycGWlmZ8+9tH4RcXXykCMDU09JTx2tgxsFNJ3P3Xv+Kks89HIfCQ832M2nlXvDTuTTz/+lvY74sHYE1Ts9hEl00yJZ0KtjYWG5vyXYcmDZsSYee+lXGFCLpsdNWpFCa88RaWL1ksn1upDC6//iZ89bCDEPombrj6Mnqtg+fTuXkCLbkCXn7xZXEVkkxncMbZP8fOI4bjlNPPxRP/fEq0wW9OmCir5n0jKSND2kvWNfbCldf8Cocc8kUsWrgQ991xG2hYM33uPBRDC+6qJox77TUZfafqa/Djc8/EkOFD8aPTTsZj/3wURt7FRx99gGyBzp6pRaOKjn44ivjC/ofi2t/8L3pvs60s3gntVGW/bcNDImnhmWefxNIFc8QdUH1jA/70l3vRu99AZH3a0pWQLyk7SZ9T0RTwZZW/Wk0qjj0ijUnnyliFIry05ouaBXWY4j7p5Zf/K7dkVgyjtVG8pkDBs76OPpQT33XFoZkp3ZHpOKkx0AffEx86HMO88sorOPTQQ/GTk07C+T87FwMG9Jd9tcmUufhA7SymY9gMZzJh2CjSewj9KhIDRojzL74MJ590IqqqanDlmWeIf9FVq1dhwfx52HnEUBEgmA8eXIwgq8nFZlP5FeRzcW9HBkn3diGZbSAj6Z9ffDm+e+TXsGjWTNx71x8RBgkMHbULrrvuV/L+3888h9lTp8oWmLPnLwASQImDMc7OUtvmBzj3gp/h1B//GJlUiKsvugyGZWDO7OlYvGCuLL547513RDvXf/sROOW00zFySH+ccsrp+Nkpx0uH8NaE8fjKsd8VV3pSL8ImgUMO/xrOu+EGNNb3kU0utPadHTGx05UHZ3mee+55vDZmnPAOmaWxHUlHYziOW9LJe42t9rSs63n7cOu712kwDO0etUZMxy31SCFd+hal8V28eLEIDn/7299w1VVX4bBDaH5lyUA4kaA5j7ZJ1+11fRRszDvOMtBFjSu2rTaXhFPDSR+c3JFRdmXk8nFXOmrmgRjafe99cdU1v4INC2NfexMzJk+CYVfho+mzsd+hh2PQ0EakkpkyQT0be6J/v36oy+VkJuS//3lJhBeu1j72pBOx0+67oL5PI/7ywP2YO306ps2ahYUrlmPKrJlYsnQZLJhIV6Vx9XW/xJe+dAi4OPh/b7hO/BTTNpAu05qbWzD2vy/JoCHTsweOP/cMDBsxDCecfiqefOoJGK6Pd959F4UAKFD6oKbNSQGlAr78ta/joquvRm2/fmilTa1lw6IisZyDrr2gkMuDGv4//vF22aiDmObMFPkX20t7HBNHLP91tSWNsw2lVOo0ah9Mk+2Vnhl48J0+GD9/FIYp9JIff/jhh/jud7+Lo446Cj//+c8xevRoZZrThcMFpkNfBDJbQN+9HICxb2DbEM8DASxTzfKRVnpZKtLdF12SyWYp9GgT4BtHfQeXX3Md5r09HmPHjsOKlatRaMlj9YrlSCYszJ01EzBtmXXbaaedMHTnEWgcOBzZbAH5wIaRrEZI//1iMd6+0gAAIABJREFUimmJxwU4Bt56c4LUn++6+Np3jsK119+IBXPmYtzYcVi8YJ6qMyetFBjg5ii2LKJLptO44qprcehXDhMFxW2/vUF4GZV0uZYW4arPPP0UDHFraeHMc36G3UZsh+OP/wmee+RhNLc0471334JphZj47lsI6EnHTmDHkaPwy+tvRKmmBjPHvoQP3lMLR9kntsFIrOvmczFe5WCPXF7MxTiACeEVfQzefiQuu+IqDB+xI959dxxeeP5paRyzFs1HLvBlVr2+T28FFctCMl2F/oMGo+iGcFlVUoPEkpJlpCPRwPqEzltY4FWZp8QvNhky+vFltfuUyZNQzLeKoDBs+Ej0HTAUK7JF9B08oNyMqBBL1Nbgo8kfomnZIpkqrq2vxrhX/oNZMyZj+sy5MuosujlhoCj5SEXsyy35aGjsI1rYRcta0EMWkamhTClfQFU6g2kzJ2HS1Pdl9O1YwPvjx2LJrOloWrkaYu5AZjVzJlYXcwjFaD8EAZ/K1ODnV12FfiNGoKW5BY6VgOEqqwxa5NHfJF06vTb2FcU8SkUcfOjXUN9vIJa05mCyC2GC0X723N2IDUyLC1JeGyHsakwJsNlpRcIk5dWFCxfp193irLVipJU/Cr76TGZPhssz3ahQK3HH7bfjhWefwQvPPYNBw0agqSUrnYYU3GbNkdLqUxPGjkHsokNg+A47YmnBQ6quXmYZAq+EQrYVdiqBIujWidiXIbU4GXdtG0aCG1NIDEKxTz8hUs9K0xKUQlTVVyFTX48FWR+ZxhoJR+bfo882aLUttJQK6N23H2bR7hZAa7ZZNAE0g7FlBzjRj2DbgdthcWseu+yxH6rqGpBtbkXz6izyeRczZs9E0+rVsnqd5jcvP/U4xqVTmDdjemTTaGL+nAWwiwGS3HwGQNEtoa6hEeddfCkGD94e+WwJvqem6Lky1+aKe5nlkOBd8o/TnEuWrgDAX/c8iGPigoNHrTEjjnnwuXTkJm04bbz77rvixuyeu27HiSf/FKuampCI3PFVRI7NkU8x5IPHdkYtFDVQJrsC6dUp90qHSxMFcbFHHlbyMGzkLrAztVizahWq6mvFnIaePEIuZLJSWNNSbOOebk0hj5xhopWmYk3NeP/dt6Qz5crypfNm49677xANUKnI9Rchli6cg1JuDWZNnYiwlJPFxDvt9QU0bDMAi9Zksc3gwaowuMaAgmIyhYlTJmHVikWy6YmTtDH2xeexcNIkTJ88FWnbRt4tYv6sGapdRQutSvkc6hp64uzzL8TgYTtiaVOrKE/IX0JqETfXEVVqS2sOLa1qCn1zJbUx8Wqcxr8lhikMa9zyHbFLIZlaXtr4vvjCi9jrC3sjX8x3mUzD3cS4RkPxWCU3iNTANkQaktzQhNTQGMeH5YdIhSacSF8iAhxCjNxxN6xZnYOZTiFTnUawdIlkj261yJKH77ADFs2aAirOzjv3XLwzbS5OPuMsWA7NFEzJuwiFUfulnf3SxSsxf/YsJSTCwEGHfgVZCnmmg159t5XdClkQBk0xuAErzZ244U8YoGevvqjp1Rerch7qGnqUi5rvuHB4+fIVWDJ/rshHmZSNCW+8giXzZ2P2vMWyuxs9TxWa1mDJnHlYOGuWfF/yShi5y65IpKqQL4Xo0dizHK9pOjJOUD0VzSCU716KuqJYY0jKG1ZCuSGM1hB4Xh59t+2HZI8emNu0Cg29+0j/wOCFlpxotdcUc2qRPU0Z6J7VcLCmtQCDvMSkG0AZ5Ue0KF/05Cybl7dFya3jtIUFXlJBgUHvesWOgFM7JppXrxJmyMLo26MnqqrqkA1deFDaEX7Hr4yUjdVrliO7bIGszF1BNyqXXrJW9oxiDkn6RKUNWHTQXpiVTDMGTk2oQ+0AkjQCtGZXoLhmNcyEjdbVq3HthZfqT+HI+s9QVkR6CV+pXYmVMEAymUHvIQOxws2L7YzVmoNN36rR1yIcW8DKJYulAfPxTqN2RSG0kTdtZMTfJV2VKXdSMhOtv2WJcYAQG5mVierEBT8j05DWHcXB2x49ekinzCjI6MnsyMh4re/5TP86kdRGBSEzaG5uBrVePEgrf6SB9JDh8sdr0kJhl9d0l3PhBT9Hv/79kc1mRRDmlKvkdaMo6exHbLB0Xq4mrshuue2CSz+OXG1PDicjZojdYinw4CVshHRaKN2B8hdZIO+xLcGV1mmbZoEKWbGnIjV0ekfuHjBsitN1xYhIH8UgRM62wOlh4WiRM7to3CSM35bNylSl03lTnrt1OTVIJ9i2inDzriygyLZkAa+ARDKD6VM+wvlnn1XGruUk4btFlHIeqkMLVtQc2QE29O6LHr36orU5Lw6jWWc8KJiq1iUj24jmTT9x6q+2pkYEHTJwbplM934ao+1xSyzod5ue+vpjYDrz588vmzawfHgQ36SLGNblQwGCU8g77LCDuID62pcPk3ULnJ0QzyPST2y+joGIoPaFHZRhcT8wLp6LmAOJjvztylRBedgNFPMl+Dad6VPE4OSxymMiVL5LbTuJ+I6bgeMgy80AnAyMXB6LZ08Xx/9c/Hjzb/63bYHSD3qulftVIr9iseJXAKqralDd2BtBQmkX5SMjkG2R6WJs+fJFyDWtklm91mXLcf1Fl6sgANS+YVTm5pTgEWlYg6CExt6N6NlvW6xuLSIMEzBdaldpckTkxsqiLZWbdhdFm0knUV1TIzOJJIxmARq7PGucaOxqfrhpia/9tW4fxCjxOWfOnDJ+46G1sEt6ePCev6997WviiWSXXXdBsVSUOtC9avz7jbk22d8GRClNbMhXaP5F2cyAlUggVwphOCnZzY7xU9BNuz5SXiDrZSgv8KA5ZMpJYSVxGPMJaxq++IU97bwL8PrY11FsWgrOGN37u+sxYcx/cOOtd6DnsOGcV5bWInJL4CPh2GhZtRItK5epRcFmEg43dzC5qyA3Vok0UyE9WrRK66GLU62I4R4ARQp9ibjoRT++JaSrqzD//YlozbbAMn2Ucs245jLObvOwyusp3XwJtutj1ZJl0TugjppWO4mwQG9XWlVGKFO7zHrjMypXDPE/LOVDrEuVKs01lTi0gVYH/a17cLlAOJMSP8I6sTR3bWV/Z0e2u9S+wxTzD8PibIWFPPcWKHvyYJmwU9ToiBqCjnALnuOlvgWTrSRVLgPFO+UFG1aQzyHdWCOuOlRojkzog5mO8wPQZkdNayWRZEWHBhLJBEr05OyWkGnsg5KTQBCbYqP9CQUU+tHldeVQ2sSMUSV2XyYSYqvIFZzcH54hSSenxxL9+skWifQZLI1AYBQiyQZFkwH6g7TV/u6kV74VL878vpJJ1yvC8FxUURvGxSMU5qPpK01XnEIpp43EidK0acbBvAT45je/gVGjdpLtQOn9gD4Yq6urxaaQ/kT5ozaVmirNhDXD0wxZ07mxZ9LFKXB6Yvj+978v+SfzJTNlWjyTKZMGCgg8aD/G1e5HHHGE3FMYY6vNFehVIF5iG0vVx3+nRBEl1OkUaXdNlqJZjTwX4ZcLAgBftFgKM5belrqUE5+k5TiiHc+UdoJCCQ151NiK+9DHGRmfO/yQC2BiHTQfyU5+dogiHflHZVLkYMyhPVkBHlhWOXGe7phFeAE1bMqG0UzVSAcMm9PensJ/wUBdn0aU7BC+liIYXva9Vkrgcjv++OLb6BDEy+FHHI7dd98Dlp1AXX09aqtrxA83HakTs7SJ5dRrHLfEq8ZuPPGOnsXfd+ZaCyO0Iz766KNlRTvT5z3jJ80MQ1zzmphme+PitbPOOguNjY3iD5wblsiAM+ok9GxMZ2jY0DDECDFMoxwlSMimvrFouMNTpAmKVSzhLIvZZPZJo1Y1OwqLPrj7UoVJWZ6LpO+h5NN3ugeDfqSZomkiTX+6HKzRCT+f+R5S1fUwq3vCN9QiIBJEu0evkIWRdmBQcIiOiHKEOfalDuxUWhYzJau4eE7RwN2xksVWpHr1jTZg05256ufpQ1U0XoYJkyuT2HFvrGZBE7aeMxeq8aCrweOP+xGSqQwy1TUyiKuJ4ZgYpl9y8kY9YNI8uH30Oq/tn3/cPTHJHzFJvNLMgusjli1bJuXHdzwYP9MmHZoHjxgxApdeeil+9KMfSZgS13aQV3xcop1+rwQx+hzngIC+85WwRImXYHFBHmpyP/mIv5FaKhtYfXE6uHBSbfNErFWYFxeB0Q3e8FG74L5HH8O1F5yLSe+9jWQmjffeehOX/eJSPPr4/8mGUNxel4eIi1zIZxoi3EvalCmYpphcuDKgE2f8TI3rk1RjK+eccgdt52WTqXJ/xYblwKUCjMA2uQNiEXSKXkWtdGjBMOk/ugS/mENNfW94dgYQLbSKulhiX0mLD9JTKYHAK8oeszRTkh0+ZRKHhWJC8iXVrEwORP5V1V7OL+fziIW4vERphZa+CcsRhwOqbCD7InD1iOty0y76+uWMCWlR7U7ZyHetEqRcsJ28+MQEXjJcsRez1E4l1T3qo0IGFi9ehNClljSFmkwqykooBcj52p59+iFTXY/WpuXoUd8H9z3wV/TvPxBZGuCzcdr09mghy3ZiUbNWOaQ+Y4DgG9LiUfhM1KKurh9Wr16K2oZeePCRh9F/0EA0F4qiW/MtC5adRMpJKhu4qLmJeQaFWtcHNwNQgKswZ5srl4MQvfsPwIxJEwVAXBWfcWw0t66B7SSRTDjIF4qyUEMWvEkDrvDfNvJ5JTuduoozL35A5kWmys0M2MmSuVJYoIN8nrXgS0ZIoVcz3U4ltgGBVEMyRGDhZ7ynpoHCij54T0a7/fbbiz/T448/XjoC+upkFysMjQsLaGOWSKppdP3xZjpTzlNCrxJgydWo6edOZfI8msFgndmyYYoHq+yqi7sGFZCygDS3r+bUmqaTWmMKE5HpCRm1YhZKqNX76zC47IrG9EhLTHPBd1TWCfrkpWwniFSKe8q78EqtyGebhA31aqxDY0M1ahtqZSW8W8xix9FfwF0PPIA83WxxQYaXFT+9hp1BMzd9kRVNimDZ1zxQK/AraNeZ6foz8VEdDcQs21GCbnWNEnwjgZf4JW4pLIgA2cV2xOvKVRy3FGq1kE2BgT9imDTRRRm3IKbQwMWjfE7h0nESoKadCzBJdxkT60pwk58rzLLTI3bbHIIbMkaZIii/4mOFT3XWL4SXm77s7FfpaoEq2xF/5jILYhho6NsbzSvXyIZZv/vtzTj40C9hdStNFwzYDrd3N2XGIKxp0FFj8fy5CIpFcZ+XSUd9ARdSOTbyJQ/9+wxAdU1ftLYuF3O1v/79YfTs2xst+bzaPpiLhTi9SmcPceIins+dBalZZx58Cm3t+oYyIV14QY0ueS6VKRyo1dbWidBL/kveSwxrgZeY0VjqQhLWioozfsQdD5aB7jOYNg/itFevXjj99NNlsMbwnKngj2F0OAm8yf/UQJECI3cuk0XcNDfhrAmx6hWRNEOkabdVPohnhWklZeoXDEOzLuZN/zwx4+HsVbapBTvvOhoP/usp3Hnzb/CXO24TpdeEd97E+xPeQ3UmHc2gKT5LGrhZSU1tLbBwgbhvXLV8uXiDqk5RLtAz0gyvZ7o0H+cz/iLBvNzIDXG7RzwPGjwcVdV1aC7l4CRT+MfjT6LfgCFY3lJA0uLA2RZNbk19g5hPRCMALFu+UhSBzKlV1tKyr1d0U0BVvZPMT8pAgv2YEshVubFtkz59yCxmtMFGvOlwpo1hAyrwIt7Bz2xZBBsIX6tOZZRLMtpTyyGjAp2gTmKLn7VCagslzGKjhB8VX7Svc6GYxw477QQ7WS3qoqlTJuPt18eKP8YJb78lnTMJpWayVHKx7aCBqG1oFE8Kq5YuxgcTP8Sg7QZh+2FDMXT4MPTs0xeZ2mrZs13cZMRyJynHtBZ8RVU+Bd66xp5iD0kbxObVK/DG+Dcl3sHbDcGIkcPRv/8A2RlL7XWtkKGbHJ1YJ2kSIEpepVfT72hkH3oB9tx9T2EkppnAKy+9IC7VBvfrh4a6BpQKRfE5yM5S93Yspvgvlo0NuiQzUgxMlTsXr/HHZ/yxs+bBs9aq6gSoAeBz/njNn/5uU886LjJNMlkK1vzxOQ/SQs3zueeeK54ZTj75ZBGGVXhlisEw/Ja2j5xW2+yL1gTBdJOjmJlbriytiVXKCOaA09MipAYBevbsKXQSx+9PeEd2rVkwdyaWLVlYHiXLGjPVQiT/rBXWPztj4oqjcn2QsZGJyRg6xqTMkO6mpJWJHRgbD8tnysT30TeTwZuvvoJiTvl6pr1Z334DsE3/QUjX1Et7mjVlCmZMmYbddx6OwQMGYPgOI1Df2CiLh1i21GboQ5graeCmLfrhZjlXYifmWOTKrZPadpqqDWJG4zSOVX29qVhd1/dxDGvcasGB7Y74JF4POuggPPHEE+KPl8Iun7HaOLjTeeHgkgMkwfRmLVHiVw2atNanzHQIM6GM1LXV/LKjtiiAEKMxzPEJ7QgDgjRVUTAsnD0HpigSbNTW12HEqFGCZeKZK8979e6D7bbbXoT/gdsNQXVdvSgsho/aSWyKidsZ06ZgwjtvyY5Sb77xehldrFfumNV/wEBkqqukoaxatgTvTXwf2w0djO2GDcOwHYaj34D+IpyowWj5c5VHrjkWn87cPpm7b8UyVQna5VcUGEg/6148jJRKEX+mbKV4H8/xH8OvC4Mb+1zKsEBb1kpfwMzyXguxDMPrE088Ea+//rossqSwSwGY9HFwyXzwmy49uFCOpmK+h159+sqCWmp7S7kc3n9/grh0nPj2+EqS4jEp0iW2J0V27pOMRQoE5c6MC7o4B+YFPrbp0xMXX3yhbFoli7uLLijI0qSikjdDvEb0bOiB/oMGCV8lTc8//RRaW5qxZNFCLJo/H6KFkeTUfIfiXoooyjDCu9vQSNc8qjwbezWisU9fEfIL2SzeeH0c+m3bD8OHbodhw4aJZ4d0FRVVDrYfPlxaK21mJ094G00rloinh3nzF5S5h/iqpyacrlFFIaOoic/EKHlMzRO2aQLSj6j2XinoSHyjBjck/6JJGXuhAGtWLgGVJnTF6Yq3qUq/IHKMUFXh5fE4t9T1FtfwapcdzCCzTgDkclnsvNuuGLDdUMyePBGWY+PqK67A4888ghee/Jf438359AtpolAqol//gfjqEd/Evbf9Gradwq9/eQ3ee3c8RuyyK1avXC0a2WOPOw71DTUwQjIykRpEoyymu6bahlieR2y9WHLRe+C2OOSIL2Pq5PGwM/X43W9uxNRpk7DjLrti1eo1ssLzxFN/itqBA2VKQ30vEoVMJ7DjD7jal1OoFH5lFaRSuTmmhS9/9XDcfesfUGhtBrdMPvu003DE178F007hqB8eg2EjhgsTd7iVZmz6rivAIGWthTMxn1CxMg9kaDx4ZmfNZ5oJ6uc6jPqq6/4zLTJMxk8GyjOZLH9cBcypM64C5sFnDK8FCo4uqS3JexTGlfuczTkVrHPNOpZFPsSVaSkNKzV5kXkB659MhFOqHKBxu8rhI3bA02GITDKD98a/iR8fcwyWzV+M5atWIpVIwhCGp8zFRJ8r03Pi0FHcLYXR4iLmX7Uc7hLEBsR/anEEz6Zhw6JLUU5tWY5Mw7Euf3/9TZjx0TQ88djfZHVyseTjCwcejsCuwbDhO2P0Pvtj3LPcMcjG+WeejjfHfB89+vbBwkVzka6pxbHHnwRUsfVWzAMoADmhBcenmzaOXnUJdfU56ixo0iTu9DwkrUwkLFYYKMuGP2JIlZMS9vU1qYpfVzqyjaeX8ek42fnzYLxaWBk8eLAICXTcz3AUZjmoK2OYMy6mITM72QL9cCcim8WNp6kzX6pBFLWyyuUS3RHRhy4lWWoeAwoQxFYsf9JVk4HSvZdfyTdtBIPAlylc2nVz1sUyHTz6j0ewdMUK7PLF/XHm+efgy986Es8/9i8Z4D3+6D9kG/g9vrCfmKbNmzsP/3PMsRi18y7Ya/RuGDxkIGbPnAW4Hq685BI88tBf8eJzT4uAym2FqeGn550BQ/rjy9/4Kv56180w7Rpcc9kleO+dt2QRz9Jly9CUzeL4E0/CNts3yHSvritl22jLbAjryrbZnjiY70zpbVoYzuDpgbrGQpkudheR0Bt/Fr9m6vp+YzDMb5kGvyVmec9r/nhNbLKd8fj/7H0HnCVFtf7X4aZJu5N2l112FxaRKBIExBVByaCCCKKggAgSxCyKgApPksoz+0BQEH0oBkTUp+hfJQioKAaSwpJhl2XjpJs6/n/fqT53ei4zs7Nx7iy353enuqurq885dar61KlT57z+9a8XE7IDDzxQrgk3+xfHbK2Dm6wVHim0If5Jt47F00LPzJky6e5bzkAlscgGN9/8c9yeeBkS+C2jwxQRK/EzTzDIs6S3IwIfTReZS/6toq3g4vJLr0Tf0ufwqj1fiUcf+AeWPL9UhOlMSwG77r67bEBjG/Ed8m0inSwLr3ndfvjdrb8WN2f33HE7TjrhnehbvQIrX3heNioHFU9809Jml5aO0re4uY7+i3V8kHHbjF+0KbZCD9Omd+GII9+Irz94LzJ5yjafxX8eeQQ77bonVi5/Ac8vXYb3ffgcTGtvx26774ZMoV1Mop5+/BGc84EzkGuZhn9zw2ZLFpWycT1KjyzDqhIyON/Jfk9lH816iBvtuEne4X5N37o0FeWGu/Q4wCGDNKEXlZ6eGTJOZLIFPPvUE3jPO0/Ajru+Cmd++KPIFMQgIjFrMEyhb98QLLIudWxygXckkGYmSS1Da6GAsz/yEXz0jPeI26dlS57F/7vpCbT3TIPfx8g55kPiSwx1D+89+/34x713459/uxv99E13w/XADcO1H3HEIcg7OyAOko1MHKdjS9yX0C1OJTAzZj5B21tarPVVh/CO007G3X/5Ix646w4EXhY/uf5a/GS4WhywcF9svWBbsRU2gw07JQUgGtnTYXMGlagi4ffI2Dw4+A8MBpi/4GX48AWfwmWfOhex52P1Cy/ghmu/LmV22ftV2H7HHURDGVDjmVo6Tr1+3U9NT5fndXAy8JvBk+c6gPGcP5ZjHn8yqCR5+vy6A2Oe1PfLsm6iDeO7dt99d1n2PfLII2WQ4aY0DswqJOhz7Lb8KLPzURNgNH9mAFlf2MZ8Xl5KM5xI+EbcO/HFHChoIR5z6Y0fixiB5yOmEGG72Gfhvrgq14ZidQj05n/3b4xLuBk9s7Bs9UoiIgOIDEwcZKQNQnkH3xXFNqoUNISnqPmIGA1bBlVPeJkQxwj8WJaRQ58az0i0zFvO3Qr9fUP47jVXJct6IWbNfTlOOuODWDXkI5trxyfOvxCnPvAwli9+DCuefwrf+BLd5ZijpWcO3nLUO1CYnUG14icwsONQS2jDiR2xS9vYsgLlL/Yzapo5+dH5G3mGh/Ko8iw/UKRXml/rrxMU1znR+siD5GMeTKkFO/PMMyVCIJeCCW+lUpHlapYx7Zh+bQIn23cjs7C+lf0p9GLIR5lrBWLDSg8cAQKuAFlAEBvByMBMUxkRlcXXqeJQiYydfVD1cODBh+O2m28CIkbQrOA3v7oZg3GMU88+E/sddBiOO/FE/PA73xH/07/95c3gTw+uzu25x+6wogBnf/hD+MjZHxDBeunTT2Dp04+htX0ayqUhKU7fp9x8vLLUj1PPPh3/euA+PPCnu1AKKrjxumu0SkmPPvxI2NtvL4KHwkwzCooBGSomZBPqMJ4jHt4YF5wbJoEbWD016sqzyquEM51HXt5QB+vme1gneZVjK/O0v1DYpV/tc845B6eccoqY4igsKvyl66A52YY+RFnEVZs4kk2qh775SHz/6is5AGDFC8vxh1/9Eu0zt4DvWKgMDYrLOpmLEadk7wdh0m879yME3GglCgJKwj4qxRJ+ffNPsHTRQ7j5uyMxOO7Ek8WN6VNPPw3fN7JCNQgQ2Q76ihUceexx+PmvbsU/77odyLTg7t/fKhV09s5A36oV0oWDkGaYMH1J3hvL5I59iN93XWXlg6FfQdaxUB4aEtvo+++9G3f+v99InT/+7vXgT4+3HPM2zOydid123QWHv/lNuOWHN4ibyTt/a8pvte02eOqxx2V89DmZo4lgJQmswk4tPGf6ufl+OfI9o9c+ujBm2/LwY0vci7mRLd+bWr64TXTAzXN7v/o1aO+ehcGVS2Fnsvjbn+/Bw/9ehJNOPws9HZ2o0OwhLXtIzZP3b5IFXtPZwzhG2fNx8OFvxBeuvg5XXfEV9K9ahUOPORQL5s3Ef33i08JA9JOYL7RiqFxGT2cPvnHNt3Htt/8H//eLX6JYHJLZOW385sybJwMZ/UvSPRLddHAmw8AQcLOMx4KOzi50ds2QZaxubmqgPY9fRntnF668/npc+9Uv49esd2BQpmjZbB7bLNgGM7q7pbXcXAFdPVtIB+zo6pIBnrZiZJXIdtHR3YOu3h5hOosb51wbQ9UAx59yCrpn9+K7//NNPP6fRaDbkOy06WKgTtUIByIKymTL9PJC+nzDscsm+rKuAWDizIF31qxZ4tfxjDPOEMGAeRQUOCDrgK+dLl3lxha00u/iObVL5KOeWbNAl0p0aO9k6ACP2rEMumfNRRyW0d07Qzx49A0MYcdddsNFl30OX/7iFegvF5Gd1YIzzvogujMFfO7zFxp7KLqG4S5jN4uuntmwMra4vOM17BCtXT3o7pkjgzaXf+nlgZ+ajq5udHUzP0Rrx3Rk6AYvtjF9xkzkMhYOOfzN2HnnXfHFL1yOwaF+vHK3V+ADn7wYnTNnYaA4AA8ett1hR/zgpp/hyisuw5/uvBNlcb0XI9/aiV322Edm+mFsoa2tHZ3dPaLh7p41S6L7iP5g4zDoSNILu6pJw8hb6SsVGtJ5G/ucfMqJGQ+uTDA64E477STXXLamoKBLv2uEbxMwNEcYakg5IaPGJpNvQSd5Dj56Z88RX6ayuUzau1uA619rAAAgAElEQVQmcoXOHtnZHjoZ9M6Zja5nZ4ng6rS0SbQlr1TF4W8+Cs89tRg3XPNN+Yi6lod58+aJezPOBz576Reww7Y74Ac3/gDLljyPKpUdLW3o7O3FjBkzJJAJN6IecfRxGPAtfOeaazGwcjXeeuxbMbtnOi660HhhEA2kbcGzzA71L111FX70nevwy1tuwVBfv2jU6HVku21fhtZCK7w4hNvahuld3TJh6u7ulXDOfkB3jey3lmie6epqk4yKIlSM/SbyiP42Ju+qEoEC7eDgoOzZ+OAHP4gPf/jDmDlzpgjd5G3CosLui+BJCTQvureOGTL5SvY3MYrYaWd/AEsWL8Ff77xDBKtddt8dH/vMhbjk/E/giYcfQmdXLwI6Hudm1q4Z6Oymf1gbuZY2o+W1XfTO2gJVbh4OAuRb2uRbveer98Hdg33wykOygjxjiy3x1hNOwtve9W6UfHoiyKBri9mo9hfgtnaIK0m683Pyrbji61fhq5//HP54xx2Y0d2Jdxx/PG795c/x57vuECFPxm0GGsq3iKzAwBmdvbOQybaI+7AM+Z7yRGxjWlePBKqgoXmutR1fvvIaXPO1L+IXt/wMgwMl8RXRks+JqQ5XDCmcViseLrjoIrS25PB/t/xMlB9HvPVY7H/AG/DRs840MoRLvyfG1EM23SXCLttzxuw5KJfopSQDK1cA/Uq1dEyX8d2yc5jeOxOB5Yrf7YLkk6YR2jt7JCgHFTHdPTPxlauvwSWfOR9Ln1kCKx9i3vY7IpMvyMSZG9XI5fJ5qH0jxub7dWSXCT9mhYl/LjI1lysoZJCx99p7b/z74Yex9fbb4ds//Cm6Zs1HmSGgGCEGSfQT2efLZSEHNkP/reEQgseW+EwkBfgnq79i6xghazmyeataDFAeqmD2djNx3deuwGc+8nEh2o6vWogbbrsNFCAKlQjtBRcx3Xd4PpYseV465xZbzALDXvJdDObApWc7LInnhCKd4WZaQMHSCasSrpIdnk6h2bBW1oHv+WaDRD6L8uAAnl/8HGgXOWf2HBkoLTeDwSpAryJ2RN+jntmxabfI5gsuDRJY2/ZhBf2wojxi7joWh9hAORxC17QWWaobeH45hgaKaJ0xA23tbUJ7arDEJoYDYjIbI1n5DUxdjklpbkChDoaMRndDcgQBujta8eGz34tf/IDheV285z3vwc47v0Jm7zTC54YJ2styEwU3TnDTBH+kD3/kCZ3Vs7NsiIODLOv9/e9/j5/85Cc499xzMX/+fHkPeZECAvmSB98tbZXMPplHW+o49MUdTMULxG7obcceg9v+cBtaO9rx2z//A5lps8Q3aHrD1/rCToUiN3hDNigE4uLOzbSYKDyug8grwnJCOF4LqgUXvhPDDQJ02VlxOfPoC4vRPXs2tmjvgVMso2wNIYozCGNXJmYZ14ZXGYTDZVZutLCz4pzPg4+uKnk3gl9wUGSoVO54LwWwKgHACGtOFtVqhHwrUPUGkeXynm+hvdAuEeCWrVyK3rm9Uq8XOPAtzsC5PylEW8ZFwXYwtHoVnl2yBIWOVvR2zQBtzgPHRDGi9jpjhbIxghsHHbcVvs2dxJ7w3frS1jxvSdAWRtHqbMvh8xddgG999UvyETnl5Hdit932QDafx7RpnZie8K16GSHPqncR8gsnSjpZUtiUf0ebPGmZiaasg/WXy2URcvfYYw/x1sDn1VMDeVwPluX70+/mUiZH1FLVRz5fwA3/ez3ec8qpssT+gU+ejw+efzEWL+9DbuSuK61ynVJ2YfYfakq5ep2hS67qELIOtVA+kMuj4uTRys9lqR+eU0Bs5ZGxXViRJ8uorCOkFj2Tlw1hFFQZhcqxHAwO9uOZJxahc1qH2GAikwdZtNUJZW9GpVrFyhUrsXzlSizYemvYGYalNjbP0tcdyGSPAQBKA4PYYcFcXPmlz+NT558r+O6x7wGy0WjFwCAK2ayEf2U4VGrIXpBlaQdd3b1oaWkXLV/JZihVT8b9mG4Osy0I7ays+NGtH3eXcxNh5NAsZcPMODipoJlEey6Dpx97CG9/02EYXL0KO+24PU4++UQUWtrR1tGBTnobaeeG6Wky/qa9NKi5V5qHSIANycOsi14aLr74YnCfBHmYh07UtP9oqrzLlM/SxKQaeqh4FbRm87jgk+fjii+xvzq4+sYfYeGBB6NY5OZMeumI0lsR5D2j/hMXWTYCrypbzfi9pTb+qaeeJPbYasHLZPUhKnLTdwGD1Qh2Nid8aEVViRLoBZEs+VMBxUA/jCgZhzQ1sMSNGFvdoQegYj+WP/M42vIZdG05F4Vp3eJPVtROoS+8EdEVW2wj29qBsueh4HKCJB8BCTM8va0VkV/Fmw4/FE888qhEK7zkyu/gDce8A1bfSuTjAIy2WWTEwkRxF3LfTugjCqsiWCPbhmpoy+bJVkZdc+lSr4hnn3sOkZ3BrK5pyLVwvM1JEBWGtbeCKtpyLpYwNLLlYPb8rVHyiuAqMTXIsslNlGikMreP0oLYguw5qq4QuYceHyJu7hcaBRL1kLIGg2tRbmGgGbry870iMhkTRMNCTt4XhR7a2rKolAbx/NOLxS1bR1ev+BimRlycwssbtU8ls5hRG52ZXLZ04Vb6cfCr9xAzji3nzcW7Tz4J3Z2dogijd562jmlo5/jf3oa2lha0trWJYoz9hX2FP/IreVT5lvLGmjW8ZGoRMkTkSgYD6cpGo1UDnPfHE4RSCCfPcMCkNpN+9ujGohqF6FsxgDmz5qNrBvDok0/jhzf+RO6z3I477CjlY87G6VQ8hPh+c50c5myzncwiaIjO0JFk6ky+TbQMNsUFm7O9VlQjs5TAiECsh2phEdi5kzfk0iyXoG309ZfRkm/BvJfvKCYLVU4IZKBxZPdkHFUQ0iegm4VjZVD1qPnjbIoa2kCWy5wsN7FlgcBFxMHViWA5OfRVKsgEPmbMmomuzhBFh+6iQvHhS3sZP/BFM10jbXKiFKzPH/16lLYYITGPcn/0ijZarjIkXY0dcMAB8h4u+5JpeSizqtA7EpB6+OuvlV8TljVTzJFVrNMVd4gXEHOC51LzQTs4Oug3dlAMDZuhLacVwPGNPbRHNzqui1LJh5trwTY77AzftrF6wEO3U4BlVZBx8rAC4sCJSoQsB9CQG5toKuPKTnM7R5vcCHQDXaULKPGHY4nWgfPwKGsmbrQJ9ewKUMgjsMxEoRTb8G0XXXO3xpBdlQ+/AxOZzqcWIuuiv1hBxcnB7ujC3N4tUEKEoFSCFUQIlbdp8kUBgd5IcjlUAhe+ZSMrUayMPfE6kbX2UJrLtU01b6y09vAmP1HhlePRZZddJgIAJ2v8cYd9TShImV2MDSTx5ZikeLOk4qzn6Xtj17SmO6xFNHdujjZXiOIwcWzvicuwIpctHVfCs1KzlHFa4EdcwTIf+VyLCz8kX2cksESHZcO1MnRUg2IcINvehpfvshNjBkpwi4rHlZo20SoHHp3w59A5ez56526NMjdOUWMVcpLLMKkRiqGPFSv7MW/OLMye3YnHHnkSP/rhD81HLIowf6t5Yu+cddhPYlTo7cKO4eRaMW+7HVEsl0UA6vdjCQXOfSGc22U4aYjMWE67c+p76FWHE0cKB9wotWEozHaj6kEPmqoMX5lcXtfnaflNl5JHqV2/6iqaPBmTHKbk6bSgzXJsGxUg6iEkJkK7GkoG/xdjWStZX0Vyzch+phL6dKWYRj/nfrWKuVstkK26A+WKjKl0ScpleI65IthSIedkxNabgR8iadOMCJlZNws3NvwehvRDbZtnW6bhZTvsgqwdohxF6BschEcxj4KTnZEIiJZLkxIz1lnZAvw4xOr+AUxrb8X8BVsh9AJ855qr8eSjj4LeHwqOhe223x5hZCFH37RcRbBiZAivzX0nvgRGcSgMUmlARUXsIM4VJGIo+d/3ArhOHnO33RF+7MANSsbEzclLICOu0OQp7PsBeuYuQBBZWD5URSbrIHTo6cyBH9BzlLrtMbzNzWb8xriFPKKYfdpEpyP/czKbtdm3YwmQJM4w6cIsk0HGyQlN/JB7RWhWZiOTc9A/NIR8JoOtFmwrE2AOdXSzSE00bfsNV1CONN+H9D6u0RmgxkCj3x6Ru3a9dRyB17w0sgow4XnZ4HRtwc8kNzdwnmAOfoSNy48RkLzoQpZ86bJJHjRPUeitVkuYMX0a/nLXnbj8wgux/XY7Iuvm8Ld/3otF9/8DZFRqUo848ihkOHD6XLLlOJ2ViED0PReU1aUMK3dlZlHyQhnEAuTgUC9NDTUVsDHtV+gImQIE8aRmgTMBo/TnOR0oV7hRyPOk49MUhbNBthl9ShotH7UWvnQIBh2gIMBdv5zxkiGiqBUhmYNviQPEdIydpXBE2HPoF6d73CBiKEnTDsJCB9jyMUryX0TIMTKG2YTtwaskh06fKa5zxCf7ybVhvjGq2qTZ1MgRXw6oOjNTYZgCBX86yKqAUcNNWpDuk2gvy88V8SLqdE1H7b3ZZDAR/pwo0oSTH0o62g98S3aWs93IPZwViz9m+hely70gRku2BdQQ+NT+MqJOmRMi46exRBtpFBAHfNpoAuPIpstFxLErEyryNwdL1wMqdGgue4tNGFTSo8ooPq6bxELnphKGyjQbLcgBHLxIGX70K54Pei6hs30OkDZ9mLJnB6Q9VyNcsemsFI2LPy+0keUGlZBLv6Y/EX8+S5NPrkY4EQV/Eykw+eRNlJRjlqM+mfptDs60EzYHP30coPmTu2M+v6lvcJJm+MKsSNAMhwfbhwf5msLC6AfLsKUCxBaj7bGOpO/GGRkvOfKm/YiOXs/Ec7mRxiY/chiUkMLceMgocRb8wKyHMMyuhSy82IW4PGXv4uYahnHlmMtQ7zLa2txbBoe8I/2CY61x/cTw2BwLKZB4jMqWaAUpKHPjZDlilDa+z2j1Iz+W1a4HbvsNPnf5Jdhhu+2kV9z/j7/jkYf+BTebQRA6eOMxx2KI9rxJ2FcGIQhCjssWvDIBz6JcDsR+UUZ1sXN3pK9Ylvk+EDt6xeCgTn7WPjxxKo5fkl84XXGzIxtWZD63/IbKyo2k5G3DI+PXtnHuqgBL/lXFAgVd8i3vsb3SB/P5G5HP1QLyuLE2ko2A5hn23xj0HiZebcRdo5RMVznGOfeRkDa2BPbhOWEsVunRhyYodEHJiX9OzGlobsVNtNzrUAl1VYfaZ5KXm9bMxitOyBixld/6iMbrnPiJ5tXBkB+JSRp5kSsZPGiuVubYKL5xJUt8AOdQwSWXfhrLnn0GW281H8Whfvzm17+GQ/4sD2HH1+6Hl798O/RXPYSWg7LNzYFGQceTDFfNaNdvZWUTHL2acrCzAk/cUtJHNGUNjwq8KkdvBjjiuEetbxX5nFmZYRkq7AbLRqnCjcohN1U7/AZw/DH2uUayMfCbQBRAKcyZbwCjFZEWVDxajE5ofPpK4IhkoZkLrdTqBh4nPK4ItFRUVn0bbqZV2ogadSr76GKR3zmujBt1vuyOExwMBOPxOzEk7ccuwxI6rtbGSVPxGv+bVh23mFGDc0jiEqNuWqD6nBSlPoqCsIn9PG5FImhSwBTBgB1HGIqznowIBH//0z146L575ZeuiS5vTjjt/dhr4UJUixUU3CxKXE7m7kODPSkg2lpJk84qQhM53mbDUmgQtYZJCTY7LoWUyLgpYWx5OczmZCG6LFuEEbIMQCFcyRL0/0rXMuSRbOLhjhu7uMROc10TbYuRitg5zVaPEFmC6EXIcqAjoyadSuRPVpt8HMmwww1qQJLbw6ejnhkW4X8jxg8zA7sL4eBPbo/6/GRlcvB8sUA7zNR678XwGVwN/9Ee0QwMphydfpsPN6/JJyMUZy+ubOI51GyRd4IIjpVNtuHycfYDtj3hSmbZvPYCKU8lKIUFNzKiC4cwKnVrgq4K61KL2TXPd5DXEPpUKJvB0TF9JyP79Ayzist/mbBxRsaYPzwMRySMLwOsuBWTeQ9nfnnZpUAxmyUNd7CHQ3iVDE4THdpqMS8jOHNkNoK5qV3idJlnE/6dOCHHKVlbVWKnMe8zUBLupN+O8/imvkUeVj5+kUCQADM+H7MdSVvycdJP5blkIsGP/IZGiq/hJIYVy3iY8JxMJ8QvoHAGW5hFaIOoh3yfZaMuRzkqMXiXTvW588VPnuBqmWk7rlpxWFQkOJbykqsRIrnIufHQQhXB3+66A//+6z3y03cy5UbQY997Fvbc57Uolk2wGdJVhnm+WxSpRCxGnh9wahfShygiTIbAQ0leHjPA8f+GO4TACcp8iU7cjCAn3i2Sl23Y904cgzRPps9ZQ/0188bibbKssm06aJ/B1MDDfE6olArjQSnfP5kgyqApghs3j8kKrHYPcRiSGosS8zfxMpKwmrgQpfu0ZHwT+Fkvl7dl7BUxRhQQXL4XHPkvqYvMwQkSv9fCqkGAQs7BqueX4tZbfgqvfxX+XIdI9+y5+NinP2PGA6+C2LFkFUzqThRuovVin0nGTOFFCV5hTB9UFBE6yJ6e0HxdLCDHIcH3kCM9k727Eo2Om+flJeyDRpg38I+kuPJayFie/DAGlE2owGAPNt8oAYveUJiv/qkZgpzBU1ReisxKuoGBqyTUxpuVI/PNMnKSPCAfX31zHcHSl9J1tYHTNwzvjczRb1Z97tjXaxR4rdiHG3syq6FrD4IsKunE1MGIVpxdJcLiGO8SQiZ+HElMzqrY4dlJbM5cQgs9M+Zi5932wuoVK2QJg5/1LbdagJPecxoOPOxw0VRxkwP92jKOOm1mKI7L5E3fm6aVnteltfKaT5zYYbVTjHFNtuEj0mz6rKb6/tSzzNJ65Vzmq6YOYcH6Z9PX6fNU3WOdsrjAT2E/sdOhYCAzawrAHGxrAy5rESzGqm7S8kdoDiYMRYLLCInWTM14hxGlKPqm22LCVY9RUOvS1Eh8dYUTjYe0S8JfLKFNOyoP1FUh5dO8qQ+neFE/NOlHlR/Sz8v9FEwKiFZJOBNKCq1YXj5kScU1XFPlpP6Er7W+pPhaJwoz0ypd5EUc5JP5g9QmV4l0pudr/ZqN9oB8nKTPK0XX9lWmBaQ9kyp06kqucdYwxq7t27R8rV1TYOup8gPLMi99re3NfFE8aIXpslqR0MUUGK0OqZ98bsUSDr573lbY5hW7oTTQD4+2wY6NudtsgxNPOR37HXQoimUPjlsQjZhZKh051tbqS8Ek703Bo/DX0lTZ9TlVOlGYCSyGm02+dzW5g7zLKYMZqYdHhPV5a+M8O9y+ouOWFUxqOWMrIzxMOcKovcaGWWkoJcZrs/Q9ra4uTy+1/bUZyPc89HpMPtAKRFZhkKMYcbYNe+13IJ7+z4OolIcQMapgSysOO+wIHPOud2Pe1ttgqFhGhtEE9UUJfKxOYUmyJNHXEI4xYUrGb97Xfsu69JwVpc9Hu06/U8/5zGjvrNWlwCWp5msq9YzybRmTpvriulSsANgvOMOoOxSEdPYwr6Vzxz4fR+A1VdF5CzW7jAbEHw+RK0TgZYdVMGrkGvVtrI0CLA3Xja6CdmOcRTqy2agaA8e87QS8/W3vwgvLnsdgZUgMk3t6ezkKon+oKLYxlmPJUlzFq6LFtSQ8r35oRn3xKJmjEUnzJpqOUm0tS+tgxmjn6bzaQ+t5wjr5o7lJKCEseWWmk8Zmhu1j2siqCb7aduv58kl+nJgSE8GwhhJzSRNmJALvBoTT1D6yfUerfrRymjda+dHytLymWqb+WvOZpu+lz+vvjXa9NnljlWX+2h41OLl6wk2k1NzJxFgblSU4EHIEYZua8Wht39O45YlXEmQkAZKYE2txnVUbazcsBjW6p6qdaB4fmWjZ0cqlXmnqoXLKK+OtJ7wLR7/9BAz2rcLqlcsxs7cH0zq7ZRMNbc0tpyBKrFxteezFcKzpfel3b8hzvpe/yHKNTaPwMDP1I85W5Y8rpORh85nfkDBs6roUZ75XeyupwG9PKEvxkdDDsXyRI4wMMDaUG7LtxqprrPyxoRJRRExnWqf14KrrvoegXMTiZ59GIZ+TiHnkUbo8HSh7xpZY1j1G1jjWe8fKH/n0MJ+ny491zmfT9+rr0uuxyqwpv/5+/bXWP9GUz5s6dOSb6JMTKzeOwGvYNo7p+oh2pvz4GH+gBqREQ5t8gNQOdazXsjbadNAhPjW7tLXkMxwCcm1t4qPS9yK4cYS23tlozZjdn/30+0mrjkKL7IQWGy7ZBGQisYibh/Wl8lhAT8F8EQdqtlI2bFlfMmJfjZVE4J36RCNfmMX24W5SazJOppJVCOp6/fHnY7XHmieTTAFqCZJxQXiZ7VZjVS77m1YfoXqu3Z9k2Nfx9RR7jJgwjCxRMmOmsYOkliGQdc91fMkUeozL3tWAQr6DXEcX5nX3SkCfYjVCEFZguVnZY0GNCf3pNtrBdiNURofL712dORUFXxF+qdJm6c30YD9OVnKN1yCj6fbl+2/MsqYc5jRdoiclJ4fBUkU2183dZjtEIfdOWFgxMAQ4WdkwKZHcuLk5MVuYcrhOBsDSeSzxaFH/+tF6uvYe89hoJUbW8iKBl9pS+elXhip5hzawjMNIY2TbeJqQQZqfJPksiRuskVWPckWbG9csUco4xaWeOEaVmuMsN2c4Ygwtg4Vn7EMYrUpCMTKSD+OKOya8nxjZ06Y25fJnlDe+5LLM9g9qDIyEJ7TzY3GhYizxIDvs61ljbbXkjUFYYkE8jaAgzF8bXGj7Ght3STR82YCO2xsD980biiztkRkCm3bEiqox5xMhgXmSn5zQFGbsTWFaQaOmRhOWkuyHAeWuc7po4kTAHg7bO1xg8zxjuFRufGGwIEYZlM+M5cDKcDOmazbmuFwlbEyacKmX9snctMaDfCybgCgMc9iSAdjsrDBjr+FytQVfN9OuyeOFWn9Mg0B/tdxwTBO7kFHGcojpPsBOIhKmy06Zc+4FovcBBpVg8BMH5aqJ5so5jJ3JgbxL7wxMkxaeMthNOqDScejqtpzQjgM91wPMRkmVTSVN9oGZPBYz+yjGw+FFAm99YWp2uUvczebhVbmDmB3WCFMChAgbZHeaK5tOW18Hrwkyw1XSgb50DpqUckmHs1/m8D1EzGRIR5GnaPcgG84S8wkR3iyJPc3dgtQ+q/5ytPe+lPJIYzvmhpGUkMCRlXbmEv3LUIP+iUU4SIRDM+CyXevF4KlAPSPs8gtS+45wRcB1EHgeWhjUQnisySdToTXZjoyGFHkeslaMLF36pDSbxmZMJzjJrpMUYlNNUDCgk3e172lqxlIZxOk3VsZFs2GP4+Jmf3BDMjfqcUzid0E+buY85hhHLaHsGh7/uzNpdKJ2M/RhRb64WhOfqWReHhKV0XxDjWLCKJkUVsF1yo3FOvoq/1IPwb5MU8hAfEiH3GiejMVTmYfZJ03cASNgyYYxEbbE0YFs8mL8Pra2bvjUtm2m41OANOMmbvF0lWx4lTHdMm7y9Hy4FtWCGIF3TTLMGgVeDjqOFcKvluBVPGRbWhLfaka7S2GTLF5zBzUMyYgz7QYUbkVADTmIGe2wbKaiylc6uS3uRWwJQG3qNp2DpDADhoST5ebCZJNDU+BVUltmc2EUiPmJcX8j7COx4sPQbCx06DSb8cFF22BmTrUaEg0/r4W59EZDpspVBM6cy+5QLicGIfL0zcgwkxLYRBDSYg2JTRMo08W5KsHI2lG1Ajukh2HT7zlfJjebuPQUdEwQBxUQuKt8TQNeY9JYemLCwxR+uArjGr+0jgOXygAG/HDoTqsxMdjQUNG0jYdSRi6EDfSbwHsc+Y3guKHfv971xWY3vQSzqJYl+qF6ozACr9FUk5eVf9Pper9/UioY0VpAUJWgDTYF/8Az2l56ZKKP3SnLx9wIrt6pSGSR4AWdhD0Tyos6z3g1eClMUDcQv3GMJ+XovlXlOvqwJ7tIBNpkpXZ4nE++DROcILp8cFzBJizBqg4ij2mwMrGE4HPoFokvkJk3HTlylXEiHEwU+KFKdqeqwEti1exKjbZDTJuSKkVI5gyK14YiwmcunaVvIEJvLtWII2vygBUjJH1JV/rZDD3jdJ0b24yabITP2/RgO8xMjU4VQbTO+4SBmaxCGyra8WbpTM+vJp/PRsepCR/7OwOx5Cj1MvqVrk5IkBraz9G0iS51MuIGa2ry7sh2pt2qGeDMAK4CAX17B4kbvGxYlh3YI5/cPK9owiFurNiRtZvL94AO7IfzMnSB0IAHP490o8XoWpy8MKqWOknkxIzL4eRjhiLniumU5+GEfUVvlbSH4zrwKiXAr4CeGURg8TxxbzjVZcBh14HD/Dd8ZvqwOyGZqAGZd7JB4spAYIKFERSuRlPo5eBHRR016uwvRsExrOTQPjQe+G5a2OUD9dfLn3sGHzjtFBNljJE4xD4lcf4mLUyhKgYda49/UGB1KbvDEvdmnMEzWIQRmEWCpamEkWolSYb+4WqHOcoUp8P7UdxXDD8wsTMxqUiK1pYW+a4XATCx+ia9lGwwpOjLACH0URkil7XwzFOLzMBKA5RU+D0ZgJMQrOSBqXOMhDWR46UjeL6HU046GR43GFDYZzhUxW2qtisbRlGWmbAiUuPaqdN0a4DUKhQQ+XSHGGPlshdEU0KBgWZMdK7uUFiQAAIjTXHqx7A1vKZhbmuzEiAZgxPh/oc33ojf3vFHlHwP+Yh+Z5NDm16vp1KqyAoPE3CDTJqLZXWK5VSQ4sSd3wrmiWmA2a7qNKKjDoUxk4HluogYSY5BBkpF86EGBV7X2IAyeBIFXqKajE+apr/Fjd28bEg2FNvINJGutnz+skvwjW98XQKS+LEtm9IdBrQgwnpMMV4m7BH3GAjaOo1RZLjuZMLEcNLGfQjNYy0oIH2HUYtt9PcPpgRbS0LGs29ocCrpJwkfaZ9Z05tqGl59gIzKw/M8GXiLQ0Xc/69/rame5v0pRAGP4bWzevQAACAASURBVGYYIctJwicmcafJA8oHeq7XOvjqdSOgK7aecSSRouiNwo4dEDfOCMOgggf/fncjgNmEYQNRgFNkx7Xh2jEyFh3HM+qPWRLWDyxfpbw71muVl8e6v6nzGc7HRCbisgTDdmbAUOY8nnvmUfltapia79t4FKB2kJGysg4D0DB6ITeCD2t5yZ/kYf0WjwbJZPNw+jtAgZ121S4j5jGqYxjJGMzNho//55HRwG/mNSmwRgowkAX5nOaJrphz2RLKXJQeEsqcG0NfrOFN9xvyqfYnntdseHlBQYE/hno96aST8K1vfUvCDWo+Qw/yXMsS4nTHS5+Pjs3GmO2kp4qjv3W0XOLBkJYkZrlcFryy2Sza29tF2Gd4RQpU7LzEd2ocpK+xAaxRWnwdMypcKMIB8dhuu+2wYMEC0awQZ3q8IL5kFP0R50bHmx47OIGOGSsyjtHe3oFj33Yclr6wDCtXrgDDu3I3LU0bmFKooDIpzafpc9PGNcolTd4IbW/aVdtG++HQ0JDwqOtmhG8D2itTCyqbSs0zU4dv05AO01y6nqBiYYstthC+5SCXzbjIZQ3f6oyf9FG+bXTeTWNLgSdgSFHbRuiHePWr98HrXvc6PPbYY8Kr5FH+dByWa7a0bOYduSpn6q3nYeYO0zT97k19Tv50kg8Z24g8TL7leVdXJzx/OPzwiyCuR6thxmXT1wzPpYGk1tOsH/Ie243j7V57721sFG0bLYW8mOVwDB6Nj7V9+KypX3MmP1WcCBu/H6XSANoybTjooIPwm9/8BqtXr5ZvC7+xHHs1dLHwb7KBj+fpY+T1yHvpco1yXge+gNUwbNkoRBoBh8oVps/wlvSQpKmVx9kXqHRlv3jFzjujq6sb/M4xbDF5jffT5g18Tsd/1qn1pHmU51YURTGZTAdTMmW1WhXmXLx4sQiDxWIR/HFwKpXKqFT4qwhAHKz44/N6KEMb5uWwpYz7oiFsDfe0xvFSrXu8Mul7Bh7CS+F20aJFuPHGGwXnefPm4ZRTTpFzPkECKi7mg7G270q/d2OfG7ykUUfpcWQcHmSU6dOno6OjQ85bW1uFDkz1VygUZGDmxEeZi7TgoYwkF5v4n76bbcJz8qq2j+/74I/t+uyzzwrfDg4OolQqoVQuo1QsCs8q37KsCo4UhpVHDc+ORMzkpfl45P2NezXcroor22XZsmW4/vrrpV/utNNOOOqoowR30mVy4V1bapgJWvop4qD8xpQ8y0P5llpdnudyWbS1tcmvpaUF/JE2Oonjc3xe+Sb9jsk6V1iUz5iSZ/Wa/EqYV6xYgeXLl8tY1NfXJ7zLiTn5lyk/Bvzp2GvqIFaju+ZpBJ4g7vwRFv7YPj/60Y/x6KOPgGPOGWecIW2ZFozGF9QbYTwe7p/atspb1NrqJlrlYU7Cu7u6kclmhFc5DnPcJR8zJR34YznyMZ9jvY3Mx+Q9/thuHFfJk0uXLgXHXyMzlGScIt+Sv3UMJv+yPHlBaWf4dKRSQunZTDdfCmj7a0o+IP8bZU6bjO3sFxzjta8wrY37lFkyFIjpxtYo7lgXf8pTPK9peJWUynxk4N7eXmFQVkyBl6kyrDItmVx/6Tr0vFFT4slBpb+/vwYihbstt9xSOioJx46rA06t0BQ4UaZRUNmWKrgSH/6IH4UDFRBUSEiXI+PUH2kGqr+3Ka+ViQkjB03CxR95cdasWSIU8APCQZWahkrCu5zMsTx/OlCzLuX7TYnD2ryLsPIgjmwjpnqQj8m3xGm0NtNyUy0ljsRH8dW0o6NdloGVd8nLeo/P6G+q4KvwkleJB3mUvEu8OD5RuB8YGBDhgUKDCrxsb/J7mo+JM+tr1IPwcvzR/kv3gXrMmTNHPmAcd6ciH49Fd+YTZ+LElG3MtuXHmml67GUZ5QdNSZ9GH5+0PQkr+bGzs1O+ryo7qNKMcgN/5HG2s/KvPq+p8kQzfWlRQPsQ+4iOE9o/2F90Ish+o32JfYYTS312PIqNEHj5IF9EpiMjcgCu76h8uQ6wfAHPtby+SJlWU81vlJRwEz/iyo+mHsSfHxoeOvAQv6l01Dc624B4Eg8yCQ/izHP+eK5MpG2tuLOu9K/R6EB4yaMKr7YpBQIeyn/EkeekAcuSh/kcyzNfy2naaHgqPIRdcSRObFcepAMHAwpAPOp5QDKn4D/iQdz0p21HvuVsnzRgW+qAyHyWVZ6dCihrm/Ljz/ZMp+RH9k0qGXiP5zrealm2ufKw8q+mjYw/20l5WduLPMw2ZT7pMpWO8fqc8jFxYruRX4kn+VVxTvMxy0w1/NlWxFPhJm7kQ81jexNHti1/OhazDK/TPKvPTaX2b8K6fhSob3PyEXmHYx55h/zEX3r1g/zEeyyr5dcEhXwxlSmV6ZiyIr6M56yYDMpy6Q6rMzRlYL5M61jTiyfzPvEg7BxsVq1aJR2O8DDfLJWaDwuJOBXwGYuWxEfxYkp8yDTajiowkInYxmxv3mfb88dyfIYH6cDryaRH/bt5rYxOHiR8hJs4kF85eaEmQfEg71JA4E8HWdahQoQg2sD/CLPiR7wINw+2HTUqiivxneqH4sD25U95km2b5lXyLvPYtiyjZYm/1tFItBiNhwkfYdeDOBAnlmWb85wH8WE54k8e5himvKspn2lEvBV+wskf24sHcdU+qMv72peJRz295KEp8k/bganypfKo8i3bluMu25T39D7L6/Pp80ZBvZ7P2J7U3DLljxrdtPzANmW78+B94k3+ZT28N1o7K/6NgnMTjg1DgXRbs415zR/P0z/yCa/J/1wp4DX7if54zXv88dBn6/sL8/WdNQ2vZjJlRWROdj4dePUBvc98MmqakbVMGvgNQ6INXws7GwcdCr3Ek9ckJAddJfRUwKOeMoRZ4dZ7bDP96aCqbavMo8Iucec9ZSQ+18gH4SSvEmeeM1XcmJ++R56tFxSUXiynNGpUfNnXiBvhJO9q27DNyLdpbXej4jBRuNgePIij8iPx5I/tyJ8KCjxXvlX6aFsqjSb63skopzAqD2rfY8r+qXRgOeLJPI5XOvameZhl+VyjHgorcSH8xEdh5keNfMz8RsZhorRN45puU+XX8XiY5Ukj5Y2JvnMyyhFG8iP7I2122aY9PT1iepP+vnDM4hjFspoqjZimj/rr9L3m+eZFAba18nma53XcZ18gv+h4T54ij/Gn472OF+nn01TS+msCL29qYaasiEd6wGUeOykHpPSAy4FaP1B8RplVXyIVNdg/wksNIAVehZPptGnTZLBN5zUY6GsEJ81AWpj48KdMpAyjgy+ZifeUiZSB9HlNWYe2r+ZNdkqYCC/hYko80jAq31LYZbuTd/njwXL6Yz2NfBBOwsg2om2nwstr8i0Hhc3lUNyYsk01redb8i/HKLYxfyynz5IWSrNGp4vCncZTYdd7xFVXJzgG60/5d6rhS7iJEw/iSGGXfKx9s9HbbE3wESc96nmYvEpe1vGXPKznWjb9vNbTiCnbkQf5kXjQ3pwbwZ977rnaeKu8GtBjAwMhJStrfI5jstYhFZFuKVMzyWv+22wpkOZznuu4wO8Z5bP9998fW2+99QjZhH2EB8un+0u6rtEINkLgTVegHw/msSOyIu2kKjQw5aEpz5VxNZUCDfiPgyq9NKQFXhKOJg08iCvxYl6j41JP3nSj15/zmjhpW+q5Draar+X0eaZ6Xv++ybxWmJgSFx7EgYfCrAIuPzBsSw6+yrPptk2fSwUN9o9wEydOTjhZU9yJL7VjXFLkofg3GPjrBI62q7YlcWM7q+DLa55rvpZT2vClbNf09ToBshEfImwKI3EjbzJP25Hnek1ceT/9U9CUfzXV/EZKFTfiSTiJjx7kYfI1P3QcjxoZD4V5oinx1XbkOds2zbs6/qbLsW59hrTgeaMehJsmVWy/b3zjGzjnnHMaFdQmXFOMAg8++CCuuOIKGSu07zCt7ytEa01jxvBokxCBnYoV6YM6IDGPgxWveY8fXy3DfD00j9eN3EGpKWHnpPBA3HhwAOKgy3s8T+Or+DV6uib6E1f+2DbEkSl/HHB5zZ/eb3RcFT7Fgam2Jc8VH/Is+VU1R2xX/tK0Stel542WKty0vebyoB5sO/Kt9lVN9f5UTbV90u2rPKtty/Ymvkz1ly6vdTQ6DQgzD4U9zcc8Z77yseKk/NDouKXhI8yKD/sk21Hx5nhMJQQFJ2oKFc/081PtXHHQdmWq+DNV3iUdeM77aZpMBXwJc+CbFTPCS5eJxCFDu94qQ7o3jyYF1p4C/K5xvOCKgU6CyWvM037FWvWcqf5YbrRjhMCrhfgQGVav9cXM10GWqR76Er2eCilxonaXgyzh58EBR4UJ4k8cOShtLoe2J1MddNPn6Tzm60/xVzrpdSOkCpPikb5m+2k+25Pty/v8pfm3EfBYEwwKN/GhMEA+5TkPtht5Od1+a6pvqt3XdqxPFWemeq50IY7p80bFWXlW4SUeeq74kn85YSMPK+8qTzQqXqPBpbgSr/T4ymuOxfwRR6XBaHVM5bx6PtVrptrWxK8ef95r2IPa54yNkIF9aAbpGAVDZDl433mfwjY77IQgsBAFFE44JvN7O2waV+PjjYgiw/xO5Ig2IgxjvZ/kmITXYjJwHYsGtXxhDQu5uIrPnvdx9K9aIQHCgtBHGHhwGWwqChFEIZwYEnq+xj9JJTrGaJ3pvjNC4E0X4EPsdFoZH0rnaVmtXFPNb/SU8FK7S7yUIMRXhQkVePVeo+OzJvgUD01Znuf86WA72r011TvZ9wlzmvcUn3Remo+ZrwLDZMO+tu9XAYGTNfKpthdTnZQq/mtb91Qoz3bkkeZX4lv/mwq4pGEk/MqvPFccmaf3eK74kw94rc+k65oK52m8FCfCTR7mj/c5/m6ORz2vjnWtuCs/6HWjpiJPJrwbJ8owtuMuu+6G/Q45HKWSj9AHbIt8G5pQVIx6KQhNUBpdD+RFxp7A8/FkSJ6TJPBOCq5ragMqH20HTnUQlycbdjneVStVE52Q8grHBio43AAZhrNOaXa1eh1j0tc8H1Pg1YIcePgwD61Y72le+nqqnFNFTk0Cl4a5tMZDBx8Oumm8p8qgsybaj4aH5tWna6qrke4T9jSDKy78mCrPjsbDWq6RcFkTLMSDwi55Vw/yKvN4T4VBvbc5pmy39I846nU9vtrG2v719xvlmnAqjGlcmKf5CqtO2Orz9f5USIkjx93RBF7eS+dPBXzWFsZ0G+t5Ok23LfN5pPPW9n0bvTz5VCJWppabafoY+KiUSygOVuBYGcCiwsF8bxUnxW9jwjgRkXoyZF3FeSLwadkNlU4mvmPikAi8mcBHrBvLARRLRQklH3LVltYHjguHm89dB5mUX2etdyyeGv5qaskkTT/Ac3Y2zUt3vPR5XRUNfZkWGOoBJZ5pgbf+/lS91vbT9lQ80vnM02u938ip4pJOFV7NI4+m+TR9rmWnQkq4iROFgbRAQF7ljzzN+5vzofil0/Q5cdf21fxGpwfh1LZV+BV2vaf5TNNtr7g2Oo5p+Agz+VVxVNzIv8znkcY7/ezmcJ7Gm+d6rWkax9Hy0vcb6TxmWOs6+0qGAacCqdBiIQ5sRDH9ShvTsk0JO5fv60fGeiGT9yeqCd6QsFPTSljq4eM7FEbe0zKajgZDuvxo99N5k4Fr+v2jn1Pd7cCBx0FAilA5Wa1UxI43iiM4dEmWycKlp5ogROiYTegcV3Q8ZDpa31mjwKsVpB9On492f3REGitXtST0ytDd3Y3FixfXAEwLFGMRrlZ4ip2k22480LWctu94ZSf7HmEdq514T3FJwzkV8ErDy3Ndyua5CgbpMoprWiBK35/q52tqx3Sbjla2kfEnvAp/Pex6ramWa2R8xoKNsJOPlUcVJ5ZnHq/50/tj1TOV89M4Ew/SJJ2n7ZvOmxL4isBBwSwRu7jiJEJLos23bDiWDcsenpQq/hsbP0tsP42NMemqNNdzClcU1u1Rxc6NC52YFiRCb/2bBL7UJD5KVvEo+FkpWNP4sA6Vb8bjIXt4G1b9ayf32h4p+vOKQi8jTuYLeWSyJniUE/iIMi5IE+0zCvhYeI8p8GoFoz2o91j5aPf1pY2aEmYVGLgrmBuA0rjoPeLJgTeNb6PiNFG4FJc1tZuWm2i9k1VubeFc2/KThddo72WbabulBQLFSQWG0Z7dHPIUT8UlTQ/N07S+rOY3YjpRWCdarhFxTMPE8bUeF+Xn8do0XcdUPq/HXft0PU715ervT/Y14TM/nYwDFMSMaYOBjqKvwcMS4ZfCcFSvWtxEq1K2Q3HWCFOEiXSnYEh+ZGpxj4CqSDchcUdDP90fKNARPnq9oAcpaswpALIM8dCyMtGggjQR6ImX4Mh2SjkZqKHWkPvxLWOf6wy3RRCGKJZKNY9a2ayPIBcgCqMR3sIMLw5PqJU+6f41psBbI8ooJ+kKRrk9pbKUSOMBvTnhOx6eL4V7U7UtdYCeSBtNVRwngttLuczm0K7kYx7EZTye3hxwfcnxKmXJOoGRWRTo+GPTq1C2yWkjgq3x/kFhUSZddLNq2+JSjfDZDj2gGF/nmxK+evlf+gdpRUGXG/xoAmQ7qJYrIvR5laqktIEnPQPxW50VUZ6BPYhLlgHCuNwvkxK6kzUuvjYlXuv0LmGSkUxEYZ+Cvu958ETo9+SaXmt4j/TR35reuU4C75oq3VzuNwfdzaUlpz4eyovs2Dz0eupj1sTgpUQB8q3yrqYvJfw3a1wpeCR/Y+EZi/Rbc89gDFdHyjdjPbrmfKO8NeVYpwrgFuBajgiAlhMjm7inpG1F4Ico5HMSBtl2gGisFV2tW+vlW9Lnes1Uy2pe/bWWSZ6nwEu3aWLaIBpaIAoC0P6Zgi6HfAqwFM5p5x7Tp7zni2DriLeCLGyLgT8qyGayovH1/UCEQGqFZZMgNdhJ3YRb7YZHwEq4eCheTPVI46B5TNNl0vnres731Mw7TOXUTnvVas0Xrwq6FHaj6MV24+O9ep0E3pfCQEUcKVxsrriq4DQec2xO96Z6O2p7jYcHy3AZZ7wym1ObEhely+aG12j4bA7tujbttTngO1o71uetDU3qn91Q14SBP10eX5d6BY9RNHTpumryUVqASp+nC6/PudYpmuUYLiyxH/YrHjqmTcPKVasQRiG2mDEDff0DyOdy8HwfsWuPFFjrYdB6mU+TgER2l+zkHnGsFaudJBWlyyTnTFTLy3O6M3ZtI6jSgRTb5OmnnxZ3XDQXmdHbC0fccVEwNhppz/PR1tqKwaEhVKoeeru7RQtKQTGTyYrQS6GYz+ucIxjLpCGBaxiJeiKkrrVsKmu9T0XgHaYiz2jWQEGXWm0j6KpmN6rZ8CoPCx+OAcRYKI9R/KWRrQOtpi8NrDdfLDeHdiQOaTzqrzff1mtitjlSQHlZ03ocx8qvL9e83jAUoFCltqzjCQzjtgslqTUcay6xhgrqbo9Wn8VdcclBjTPBsmMGvgjQ0dGOJx5/DB8783S8+y1vxu9+93u0thREcHSpTU2EVdKAdasQNWz7y81iPCyxISU9uDFP8pJJA7Wu9YfQLRG+qbJ1ElqJxpuaV5GfLVgxBXOzgS4OI7QWCnjmqafwgVNPw2nHHov3vv3tWL50qWh8kWhtabrQWsjjuWefxXkf/ghOfesR+O2tv0bWdSA4JeXAYA18r7zPYCGYiHLP4EQ4xdOGRiMVV3PDJkhavh6/DXbNBqg7CCnbgcIuBd+00Ksb1sbj2XR166ThnWjl6Rc18rl2Yk0VP00bGfYmbGumwObSjoqHDErJ4JrGXvPTec3zzYcC2v6bD0bDmFBro+Nvk4+H6bIxz0hz1eiuWrVKQgJvv/328kpq03iPP/Kdtk/6GeZLW9GMIdHsMh1FZhlGgzdl7X44a33O8rRTtS14tg2fNgnU5MbGhAFWiNiJ4IUBcn4WVTtELu/g1/93M/7yh5/La//n65fj9Ue+AYPPrsA0tw2hm4HN8nEAm/Rxs/BjFwG3u8UBMnEAx8mgHDNIig0rCuBaQBj6QqsQFoIwhp3Jw40AK/BQzQAVumOzgUwUw/UtOK6NohXDLxRQqZTQSrL4FLK5QucgsCIga8O3QkR+EU/95yFE3mpDKm9QtMvEWcVvN+vg9t/+Arf9/Pv00YDrvnYxDth/H8ROHlU/QM6l60oLXuDByrQghINcUEJgZRFaGVj0duBXkA19tOVccf1l2RkMlipCP2qz3UwGfuAnmw85iTBmEmKOwQlAaqKxPm1q7C2G/ciR58iPOj6M4C9q2FMb8oQPx3n5i6ci4xTe3G8psZSwxFfzNnfcm/g1KdCkQJMCTQq8dCjA7xy1ZUxXr16NN77xjfjIRz6CpUuXiq0ohd1qtSpleK5C73gUGiGMjFdwA92jf135UZIRI1Vu8LIQhxRYY4RVX7SaNkw+wxq3tLXU3r71Ni9DuVxBPt8CiwKz5SK2HXgBAxzk4DMkMrXDFNJtB6HlouyHiLnZLQRC2Kj4AWC78GMLse0itlxUgwgeAyfE1AA7iKMQruOKhbPjGvgoKEdeGdmMi4ATBQrEjgN65bLAoB0enOScZWzbbLqzErddpDW12fTawHbs7ekRYZfI9W6xJaxcAYHlIJNvQey4Aq9tZxFGlGuoyQ1BZwhiKhAEhk5WhOXPL8bvf/kLnHbi8fh/t/5KtMwZ2jt7PjJuxphFSEML0WWSYXTUNbJu0JMRPJXsYZGJlZ6vxdvWScO7FvVPiaIq1A4ODkoHJwMxLy34TglEmkA2KdCkQJMCTQo0KTBBClCQ5dHS0oKBgQF86Utfws0334xPfvKTOOWUU8QbAAUi1fg22jeRJgF0J2uEohgWhSCuFtD4NYqRz7ioeFVEPpDNZVAc7Mdb3vxm2Cv7sLJvNd72/jMRULi1HfheCDgBqp6H9kIbSqUyHMcVo1pubousEC2FPCgxBj4FaWp2I2TsDMqJp4Qo4iQiZuwEsbkNuHksipGxXQTVCizPB5ys0UQjhl31EecKPEOOWlbPeGUAAjgUgn0PrkUTCG7QGo5QZ5o30axTuxpF2G+//XHOBf+FpS8swbtOPwuxnUMYh8YLReSLlpdyTRQGsFwbrmOj6nvIZfKIrRhBtYrWnI2zTj0FD933Z3nF6167EE4YwC8XkW9pMROkEbIRpxJidGBA2gj/1fhCNkQmKwnDrzFvH74e/6wp8KboQ3cl5XJZOjkZSAXhRuvkKZCbp00KNCnQpMCUpYCOsVMWgSkOuNKf3zuNdMcNUqeffjq+/e1v49JLL8UBBxwgWFLbyzIqJDcC6iEFXnHZakRe0TmGEdrzOfG+8Pzypci35NDTNR3LvAHu8sKcLWbis/91EQILWBxU8cLAEJzIFi8IWStAW9d0rF65GtOnTROPCLZtoXtaHoEdY8Wq1WLr3N3RKtpVCtflUhFdPT0YGBxAuVJBV083hoaGaDJrfMoSxkoFbS1ZdLR3oDpYRLE0hI62TmSzDlaVPbjZFvieDzeGhNBtLxSwavUKFPItIrTHMSuj6JeKFhEDjmu0x2WvjK7O6fj0Zz6FagwMVQO8sHIQmUxBNNoFapX9Cvr7+tHb3YvVA0PwqyX0zpiD51f0w3YzyGddTO/Io1oeqrVxR0sGW85qw7IVFgaGiqLlppY3EDMCEp4wUR9N+qdg24DMUdPwJidMyLfKu2vzqqbAm6IWCcilgebRpECTAk0KNCmw8SlQr0zQD1l9/saH5KXzBtJWFTpMuVmNQizz+f3TgAX33nsvDjnkEBx//PH42Mc+hl122UWIRMUQV0F5sL1kiX2SPpuhDYSUuehcgbBEEVrzOfz1nj/hhu9ci2efeQpO1sX8LbfCuz/6Aey060743nXX4Vffv0GW9ufvsivO++8voTpQRS5jY9myx3Dxf38Fix74N1qmdeJ9H/4A/nLHHfjnX+9Bflo33nfu+dhhxx3whQvPw8N//TPaerfAxz7xCfzottvw61tuQaVYxM577YWzz34fOmduCc/KwKuW0D1tOpY+9xS+ft238bc770S5WsbsrbfCe057L3ZZuD+GqgzYEaCQL2D1yhX46te+iPv//Ed09fTisEMPQWtLC0rF/kToTXg12QRHzW9nezt+cctN+P7VV8JyMpi5YFtc+rkrsHpwFS775CV4/vEHsMXc+fjMxZ/Ff190Ae667Q6E3iBee9AROPWDH0Mh7+LBf9yH93/uYix59mnEDCAC4OpvfB0/v+kWzN5qG5x70UUI4wih2PG6iGTjnVkhSCDaKIlqeDdE5U2BN0VFdnjOYNNHc+BNU6N53qRAkwJNCqwfBShkUcCisMRzHhxnxbm878u1CFLJTvb1e1vz6bEooEIvzRVIbz14TsFX2+h73/sefvnLX4rW9+Mf/zg6Ozul3bQMvQSkn9d6Nk1K7zVGDoxDH+2tLfjp/96AT3/kQ4iCSk3reP+9f8RhJxyLXbO74onHn8A999wj4K0OaIUL8bjQv3o1zjrhWPz74UUAaHbg4UMP/wut2RhLljyPfEsrzjn/fHS25PDIfX/CX+6+C/mOdqxethh/v+fuGrqPPPh3FF94Bl++9gYMVqroyOXwxCOP4KzT3o2nH7wvVe5fuPeO2/C1G27C7gv3E22yVxzEeR/9EO74zc21cv/4618QVEy/qPlBE5RpWxzJJjLKLc89+xz++heD15bLXoAdecjBw9//dBueXvRvtLT+DUueWYS/3POXWt3/eegBVC0XF11MU4hluPsPt4oimWbC9Pu76JH/yG/G40/ho5/6lAjThuBaBflmQ4qkrJf1DfOjvk95TO6m+FUhmUg6UrqbyBPNMk0KNCnQpECTAk0KrCMFVJuYViZQq8gw79ksBY3msSkoQJrrQRteFSg0jwIx2yifz6O/vx+XX345brrpJpx//vl45zvfKVpe7nthm4lwrA9uopTw2pYrtrRB6CFjWxhY+NHo/AAAIABJREFUvRJf+dznZNNaNteKvRYuRGfvDCxf1ofZc+ciDAK0tbcZ21zEsiEr8quY3t6Kiy64QIRdN5tBYOWwzYKd8cR/7kcxDpB3HHRN70Auy4hmFtoKOePGzauKsDt77pZCv5UrlkuAizt+/1s8dP8/MP+VrwaqVVx07seNsOtkcNTxx4kf3Zu+dwOKAwP44hc+h2++4hWYM206fvDjH4iw62YLCKIAsxcswMolz8PzKmJnTC2wypdG1DTxAkiLbC4LR+yDQ3S0FeDQo0QcoKOlYLT2YSjC7vwFC7BqoITywApu5cMvfvxDnH7m+7BgwTY49t2n47c//wkGVq8SbxP77LsQW75sV/TOmiXvtxkW3HEkgps4DJbpAhs8JaBuovZfl9c0Bd51oVrzmSYFmhRoUqBJgfWiAIUpXRrnMvm1116L1tZW0R6qdnG9XtB8eEwKUEAi/SnUUvBduXIlSqWSlK8XfNk2LMtyixYtwsknn4zvfOc7OO+883DQQQfJM0PlosphY75zQ98gTDZohkGnYRB/unfedSf6Vi1nqALMm/dy3PD97yPT2oIlS1ajlAkRRLFsSuMzPOhaiwLhYw8/hjt/9/+Qt21UPB/vOvMDOO+CT+Kz552HG797DTwGPLAdlLwIImFHkWjBqWGdv83LcO13v4vBgX6845hjEYRVVKs+Hnzgfuy+/+tx6w9vxV/vulvcje2866645NJLQIOB+++7D489+DAe/ttf0ffCEszMZfCH3/xKcAn8KvY58EB885qrce011+LLl14G2hLTw8JYB9vN4MUNbhRBuaHMFuE0jAE/DLH7q/bENf97I353+904/6yTBJe+557Ds089iV122w1f/fqV2PdPf0T/qtWyWe+Y496Bd7z3fRgY8jA4VETk2NwLKOItPV7QbleDZkwFkbcp8I7FPc38JgWaFGhSoEmBDUoBCikqUFHY4rK4mpGdffbZIoDp/Q364mZlL6IA24I/FXqV7pryAZ5T0GWq5fjM7bffjj//+c847LDDcMkll2DBttug6ldf9I6NmUE4KH1R2KWzCYp3WdsChUVqOp9++gl885tX4riTT0K+dToqcQU+3dvm8zWwAo+2uw4WP/0UVq9eIZuxOnpm4OgTTkRbdzcOedNb8P3rrwZ14ZSRw0wrioGF0DaiUxzZ2PO1+2PbHXfB8uXLse3Ou+L+e2lWYGNVXz8KLvCXe+4CwiJiRDjggDdg5qyZ6BscxL777odFDzwEy69g8dOPY/a0djxw/z8FGdpFH330W7DllvOk3FUtV6JSXFWDmzjrVrFaZu3ERij+delj10eEjNDJi2Ic/pa3Yea8BXjN/u1oyxfQVyrBcrNYsXwFgiCUTXkh/aMx3BuA/qEKVvRX0de3Gq0dHeKHl3iYUBsUcVXMNRDVQGjQk41vcdygiDfBalKgSYEmBZoU2PQUUIGKgtS8efPE5RW1ixR+9d6mh+ql90YVYok5aU+BVg9q2HlQqBQ/rYm/XpZRrXylUkFfX584/p8MjTzhp/cCRjZjVDJ6Rtjr1Quxw867IggqcNwMLv3M+Tj95JPx+KJH0ZLLikuukH5zk4PiGoXkZ558EuXyavDOnLkL0D1jFobKEWI72ZwnznEdRFzCl+jDKjrFaG2fjmpsoxpSBGU+BcZYfNZ6XoTnuQkM1KRn8f3//R4O3m8/HHXwIfi/X/wK2VwbiY9VK1eiUilj+bLnBTIK5fPnzcPKlavoigF2Rk19TKQ0ivkUO+kkoSZy6olqdsHAFATW+Bemj2Er24KiH2PIp7mKwSGmy7KswTOTy0nwC4iID2RcF242i2yeJhYhbIY0pphL+dacpVKlauOmTQ1v47ZNE7ImBZoUaFJgs6JAWsgiYp/+9Kdl9z8FLgpXTYF30zQ36Ux6U4Clhp22uJdddpmknIgwn0JsfUrhl64799prL3ziE5/A0UcfLQCXqmUpL3LQpkFB3mLZPqLYhs0gERFgZwu48CvX4GPvPRnPPPJ3ONlW/Pm23+GsR47Dt396I16248tRoG/d5KBRBMW+UqloNrhx47pjIQ8PbuQhDLnxjQv3DhjGthAV0R5HcMRNmLkTJXa1Eg8i8IHYCNT5OIJX9MW/sVTixFi2ZIn85Fr+FcT8Qvz3JuYZyObB6gv5VmRd2gxzg6e6JSOFqcG1EFDQt4yFhR3HcGXCwkkLxVy6OKsiE1dhoQzEnrwtCqn9ZhANG1UVlaMYduhLJDgTSZj6bDP5cYKy8eNrM5SyEXhlMrSOm8aG8Z6cs+GWn5z3N9/apECTAk0KNCnwEqIABSoKWxRyZ8+ejbPOOuslhH1jokrt6Ne//vVh4SzR7rKdKOAwpbDL9qKLslNPPVU2GdKzhkxWGN1sMlDj8rvoGI3gXqkMYsE2W+GGn96M/7niUtz0g+8hUyhg8ZJFuO766/H5L34OIqAqrHEool2hhdHXHFDSrFbLskmMQh9dlZkXEDsKgcb/64hwBzHDDptiZqnfnDOgBX0At7a1S0boh3jt616HV+29N4bKHgK4qEYmAtwer9oLVT9EpnUa/EoRVjaL0tBgEro4QpQI0erBwKJ3BjE7sJM0rm1m48u0LYx/3OFpCM8Iqw0GQdaDz0YSsIMTHLjEmXeTp+MQsR/IpjgvpLcIxTKhjVYzBdKmwDsFGqkJYpMCTQo0KbA5UIDCEZfEKShRs8i0qdXd9C2rAqwKtAwtrAfz9NA24mbCk046CR/60Iew7bbbym1qeikMcwLjJRvHVNDS5zd2ymX9jMNoar4IbHkGUHAdtE5vx5e//CW8YvttcN4nPg7LyuKeO28XMY7R0WqH46Di+9hyy9nIuC2I4iKeefIJrFi2DDvt8DIUB/pMUREuTSQ3oY5KuLybnKvorXVTeCzkgJ45c2p1zNlyS1x++WXoGxhCQO2ynUHoZDFUKmLV8hcwa85sPPvYInilIh57dBHedMQbYUmYZGqNFW5qcGM4hImhh2NuHOM2uGHq05hhtClIYgghAq8xS0igpccLWj9Q608tdfIu17XR055HUClJpLhcJgufQrGRh0XbPPzW4TOlQaOlTYG30VqkCU+TAk0KNCmwmVKAwhGFXKYUdFVgagq9m77BZWk6eS0nIWpWQkGN14ysxryDDz4YF154IfbZZx+51vajuzK2G8PnDusUNy0eEmkWxoMEYa6UivjD7X/AXru9Ajl0GUtX2ZwXo7t3BsBNbSLQGTjjKBScXv7y7TBr1iwsXvI4KsUhfP7Si1EufhDf+861CUJ0TUC7VxOBleLk8GHyRUhMC8K2g2oI7LXPQtx43bXiF/eWn/0Mn//8F3DU0UfDdrN44oknYbdMk6AQnd092G77HfDco/+WiGY3fO972OfVr8ZPf/wjlIf6YDvGBpn6VQmyQQGXfYjBfTlJSYOkLWKk8xqoxspYtcPMNg8ZUZX/Y7S0tYlHCZpR/PSnP8OM+a9AV283Xvby7VDyPAklbDuuCSlc07CbZ2svatCTpsDboA3TBKtJgSYFmhTYHCmQ1iDynEJTOm9zxLnRcNIJBlPV4rINKARTyOVvhx12wLnnnosTTjhBJigUdHmwPA+W4cSFv2CSIpTatiNwULvKQAlLFj+H8z70fnS3t6LQmpPoZq5ji3eBgw45FDHND9yM2egGIJPJolypYtas2Tjq6GPwta9eBjffgntu/wP+dOftiL0yXNcRDwai+CavOvRu4YovXdKB+JMW9Kxg2YYeFETp/aBYinHgQQdj4YEH4e5f/wwV38anz78AV199NbLZPFYsXYKjTj4d51xwEaw4wCFvfDN+94ufSzs8/PBDOPyww1AZ6oedyYutMWJHBM2YNtYq5MZUbseILY2YR9teB7HtSGol+YTVohpXZHcGFmF5s6HNtCHtti28crfd8PB99yDf2oZ//P1fOO34t+Idp52Fiy6+BKUqbYBdU4cQhAIzf6p9FtZo2H9TzwijYUnZBKxJgSYFmhRoUmA8ClCoosDEVH8sT8Gr+dt0NNA2EptNiizJxIOC24wZM/DZz34Wd999N0488cSaEMx207bj8zUNsVESapWbNCX8hJ1pPpfBww89CH9wCEuXPIUnFz2CcrkK+qB969tPw7HvOB5Fzwdjq4URfdVGqISAlcliqFrFGWefjTccfKDxZRsEyLW04A2HHiZaVCJFYZlyfRBZKPmcFNCtXoSqF8CyXQQRUCyVRfhl/dWAni9icXX2+S9+GQsPebORC6MQzz35JJ545N8Y6O/H008/K2XLVR+HHP5GvOn4ExEFHhB4Iuzuf+gbsfdr9kXgVxBFvphv0JsCnfLGQRK10LLg+cbTBn3xlqtVVMMIgeVgoOoLrsS3VOFWNTHixZAXiD1zFFbEPzEte/0gwjHvOB4z528jmm6Ppgx+WTxgUIcrbW7UwUk7Tw3NrjJlU8OrlGimTQo0KdCkQJMCG50Cql3c6C9qvmCNFFBtrQqOjKB28cUXY/78+SK40axBI6lpZS9qvxECkJbaNKl4C6N2N+Ni1erVOPTQQ5H/1rX45z/+CpSLaO/uwmtesw/23vMN6I+rsllsz9csROu5/yXBHzq2moNiJUAQOyhkM/jKN67CbXf8EY8uegIHvuH18MqD+MOtvxZkGGVtWlcP+otV8dP7in0WinZz51fuIgKmk8ngpDPPwrIlz8MKI+y9z0LZ6Ff1Qkzv6sE3vnUd7rnrTvz9b39DccVKFDo7hM7b7rIHQmpo6fPYsnD5Ff+N/V63H+67525svd32OPa4t+O++/6G3fdZCDebQ759GsoSatgWt2H0nlDxQuy65954//kXi9eH3lmzEVCbnc3j3We+H/3LFwNRIBvmKp6HXKEVHz73fHkvPUTM3Xob8fxQDQJsv+PO+NYPfoxf3vwTrHjhBRRapmOf/V4nOHLyYLl0z2ZMPMQFG8+nyNEUeKdIQzXBbFKgSYEmBZoUaFJgQ1CAwhW1dRR0eTCs8y233II999xTrino8n6jh3rm8nrgeWKiwM1rVDYfceSROObtx1FtLX53ubmuOOQBbS7KgY+99nkdDll4gCzvr4p9rC4XUcjl4Vd8dHb14Ni3nwAKhT2drTj3Yx8TelCL3NrVja7eXgxVfBx+5FtBATe2YgRhgFKxBCdbwHHHvwsZhvcNQ1n+Lw4VJXrgUKkC13Gx7+sPxiFHHCmmA9T+RmGAoWogm/64a4zb0YrlMo469ji8/cQTUal4WN0/iIX7H4L9DjocubyDFSv6JeKa7bqivaaw7AcxXrnHnthn3/0Aamxhoa/kiT+FY48/Hq0ZR0wmKlUPxUoFuUIeZ3/oo8ZHr+2gf2AQlSAE7AwqYYx5W22Dcz/9X0JX2isXSxWUKmXErmt8/1LwFXvlZqQ1YZDmvyYFmhRoUqBJgSYFmhRoTApQ6FVzgLa2NhF2adLAQwVdLTNRDMS6oabwM34C6MJrhBuviVY2gXKRH8C1HGS5YY32pRkb5YqHwRJdi/mQQAq2jbybw4DnIdtawFCxgrhaFmF1MGcjzmYQxw76Blbjxh/ciO13fiXa2trx4L/+jhtv+D7cTAaB7+PVC/cVgZSmCwNFmgEU4WZd0eLm8zkEno++wRIifwCukxEbX8exUfXokSQrIX6LFR+lKqML2vKc0Nd1YNMOOIiQcYxN7WCxglV9Q3AYcMLNY8iLEJbLCFf5yBdaZFMZBX1u1KONbmQBJS9AqdoPK6ogZJ5bAGwXfcUSPAeIvDIc2l87OQkPvLJvEBY3kQYhMtmcmGXQxpeb+hh1rbqqT8w5vDAWGtiuIyYtnm98+ppWNSYNxlHZZFjIrp09TVPDm+pU2vmZtbYdPVVN87RJgSYFmhRoUqBJgYalALW39KvLlN89/lTYVc0v04l/Byl4GAE3qnkqGHafZTNwgjUcpatWZH0pxI1ijoOSR2HXhR8lARocF4X2vAhztFkNrFg2tYVeCNeyEbqx2PFSsB+sVNDS2Y5/PvofXHreOWid3iMbzoZWLjcux6IA7b0zcdzxJyAMArj0I83NaTHpA+RyebNpjxvAGCbCsuC4WXheVTa80W2ZOg1zchkJU+YziIPrGI+2FhXCgUQ+C+gJggI23YzxPrXI4kYtlggTLj010GiB4ZNd2g0H0kYu3y0bDgO4rhGCHdsB30MtODXRTjYvcNNOl9ppJ1eAF/hwczmxNbYYRU1cnRlR1ko2p7kOg72ZwBvkGUZoE4xo1SCR3obbfu3Ez/VtfD5fm11NqLKmwJsiE5d32MGFjMmST+p287RJgSYFmhRoUqBJgSlPAX7nuDNfj/Q58yjsplMtN2qaeMSyYhPqNqwp+mIJiuBKkIQAkQSn4E0TIWzUutYyM7CAgMK0S3MALslT5DLf8CDwYIuRQwzfjpBhNh8AUHZiEZDDchXTMllEQYCHH39YzByKfStqUFhuDju/am988LxP4WU77IjBgSHElo3IZShefc+whwLJsSxUgqpE9PXFfy+rExsAhKHRjhIsE9WsVo3UFpgqxRyDgrLnV9RzmMBETXkYeeIzN0qip9FZQiiCPucUFkIJoEE3GhWYgMEwpg/MJ6giGHukljH7SJ41grVB3Sj/DMyElYJ+QkpJjUaXXn1FxjcPDaNSu16nkzFmQ4SJB0mUPl+bdzQF3hS12Mm5RMBDZ7c8V+KmijZPmxRoUqBJgSYFmhRoUkBkHopiieBXi2hgNIXiFcFyEVmuBEgQbe8kU41+bO2YbskY/IQeDQIcfuih2Kq7DU8+/gT8agVxrgXb7/QKvOa1r0V7+3T09Q8hw7C/UYgJ4aDC6/riuqHqWRc40u/Wc03Xpb6JPEM5O5lMpIuP9tq11Sg3Bd4URbmkQ2N9GvA3jyYFmhRoUqBJgSYFmhSYAAUopNRLJNw0xuVv2pPCRmTRDEDORhFnJvCODViEysKIYXLjEK4j4cowY+YMLHjrCaL0CmnfbNP+NkC5Ukb/YEnsaWO6bwODPQxrdTcgWM2qahQgM62tOFt7eMyTl6zAO5rWdmBgACtX/n/23gPOkqLaH/92uH3DhF12l7AscckouIBkJGdBCSqIIDyy4fH8i4kHPkF58lNRnmBAEHhIBhVF0afknEEkSVzS5jQ74YaO/8/39D0zvZfZ3dndCXd2qufTU93V1dVV3zq361unT51agEmTJglg/aVZKpLmgkHAIGAQMAgYBMYyAqKdUwC4yIHa7XJlPe4REq5WNgRkRp86kJBUijawVHKRqFs2UK3Rf20FSMpi3+vQFpaZif1rXghYEIbIubSr9VOzg4E8zKQZOAIcaMjqbRmymy6nt0yJEXpc9yW9rIeNWcKrtroktXpM4ff91MZG4wzpXZb4mGsGAYOAQcAgYBBIEZBlbzNgkLbYZJM0IaAi1Uk9ImSSjMihECTbhsMJZXVvFY7MJyMlSuDZXD0uTE2CZXELLiaWIM8lmOnKzSYBNtugI2AlSGwXsDjwSLXo1LTTxFRc6HGCJYce9YmWMuWqbkNOzrY8vjbmCS9BypJbNdbvA3T5IA56o5sMDQIGAYOAQcAgMIoQ0D6zt8g2JzsFiHwfdhTCDyO4Obrn6k0xsgc6EUsoVJ1ciTeJRMpIYhWJ+QL5Old04+QvLuFrI7TGLHUa2jYjg7W5glwE2/N6n0WyS/dw4hajYZVGNX0whLcXrg8e6KxUutnQTZ1w6/lAANS0JjQIGAQMAgYBg8DYREB0uandpRLaOMKaE8Zj0vhWeF4NFk0B4IB2sM2wZUshGl96/qJ1sRWnThUkUktaJ8RU9IKEly7FUo8BmsKEg4CA2E5bsGtJ6sbCcuoOBNgmqV214F73pkVR0oEWQ1VeLq0kY3aYosCQ+CrRVe3u0sAy8QYBg4BBwCBgEDAINCJAGpJSSPEMVj+7+69/wsK5c1EJAln+1rYtOiXrTduYy0if03tD/1vWlRrTNG8d+i//aInlgMNCEgbptEBq1gEUi0XY9H3spIt0kKsJ0a2HA63dmCW8BItbS0sLxo0bJ8cDGSEMFFiTziBgEDAIGAQMAqsbAh/sJ1OSmE5ES3oXtMi5Ln552WUAuJvNILBiCDiF1tSMhOsjALKIBxf9cGh7XSe+QnrrJg5Ly12Vm7w+ZgkvK08guKSiuiHjuRLhpYFn4g0CBgGDgEHAIDBWEVAC0ddXpq66OMmIq3pNmDBBvprW6hPARz9OqXKsrx4pwe87N0eDj4CFqNojmvRCPo+8l4ftuCJflDGuIudyRbv6Ail8vsqjhhrHc5XZMUt4s+RWl1Qc/EYzORoEDAIGAYOAQWD1QyBLJKjNTaIIPT09OP6Ez8PLF7BoUQeCwBff9vR+5NdqIAnmMefOsA+mOaGSEQ2JVPZ49UPO1CiLQJagUqXL4QVNFlyuaQwLm2++OdZYYwK4DLTr5ZHLebK8c85JCa+aojKf7E4ZWiLvsazhbQQi2wDm2CBgEDAIGAQMAgaBgSOges8111wTp59+OsrlshBgkuCuri50d/egVquiUqmgWq0iCALxg7s00mv66IFjP5pTZgc32ubqVKBQKEjVSGrz+TyKhYKEXBHXdXOpaUPdxIH36v1Lw2PManiXBoiJNwgYBAwCBgGDgEFg4AiQaJCUcCeh5YqlJLzU5iqxpWsvbiQzSmgYKuHNEp/+tHMDL41JOZoQyLa1ElaGJLUMKSOlUgkkv5y8RuIr2l7XhVvfVfaWV29DeJeHkLluEDAIGAQMAgYBg8BSEaCJAgkKya1q40hkswSG5EQ1uyQuNCVkGoYkPY2Ed6kPMxdWOwRUTlgxHnOnHJHsUm4oW6LhLRaF+Crp5fUs2dV8siQ6C5YhvFk0zLFBwCBgEDAIGAQMAstEgMRCCSqPlezyJh6T2DLkrumUvKgNr5Jd1fAu84Hm4phBgPKk8qUyRFJLDS+JrpJdvZYlvbyPabnxuHEzhLcREXNuEDAIGAQMAgYBg8CAEFByokSDBJZkhBs/PfO67tTWUbtLTTCJsGp3B/Qgk2hMIKBElSFlKmu2QLki4VWyy5CEV9OqnClQmpeeG8KrSJjQIGAQMAgYBAwCBoGVQkDJBkkKySyJCjeeq3aXBJfmDyTC3AzhFRjMvwwCSlIZquyoFleJrpo5aDzTqfxlsvrAoSG8H4DERBgEDAIGAYOAQcAgsCIIKEHhPVnywWMlvFkzBqYjMVaThxV5lkm7eiGgMkBZ0U1liGRWd8qRklyVKSXFml7v7y80hLc/VOpxWfCXkcxcMggYBAwCBgGDwJhGYGmEg4SEGjklu9Tq8lj7VyU7Yxo8U/leBFQuNILnWcLLY41T8svzxvv0/mxoCG8GjexoU3+EAwExk4U5NAgYBAwCq4xAf+8dfSetcuYmg6ZDoLG9m72tG8vH8mscj5WU8Jjklte4K/HVBtB7GDZioGlM2BwIaBtpmw2kVANpU+aneWfz1HsZcleZYshNz/W6ps/m0VhWQ3gz6ChwmShzaBAwCBgEmhaB/l7yTVtYU7BeUpiFYnVrw2x9lJQoqWFIrRw3JSMaZjExx6MfgawcLK82jTKQvVePGTbumi/v13Qa119oCG8GFf3kolEDAVDTmtAgYBAwCAwWAo0dwGDla/JpPgRWl7Zmf6l1UWLC8+ye7VM1bfO1iCnR8hDItuOy0g6kjfvLK3tf9roeN4bLKkP2miG8GTTUHkSjCLoCq3EmNAgYBAwCI4FAthPQ5/cXp9dM2FwIsC/pr71Wpz5G66L15Hl/9eZ1TdtcrWRKs7IIDGZ7Uj4aZURlqbF8K/JcQ3gz6BFgGtRzawQ7k8wcGgQMAgaBpkCA7ymzjQ4E+AVR7Q9HR4kHXkolHSqPPOexnmtOep4N9V5NY8LmRYDtxvbqT44b27HxfFm1UnnQNLxXn8U4PdfrGjJ+adc0TTY0hDeDRkdHB+bNmycxjQ2QSWYODQIGAYPAoCDAlzWJEHd+YdL3DjsUxnHTF7peyz64vzimN9vII6Bto+2hba0l0zZuJA+aXtPpuean8c0Usmwqw1QaaZk11LJqHTReQ71uwuZCgO1Dv8l8N7F96Qe3VqsttX21PdnO3CnbDDWetVMZyNY0e13jG+MazzVdf/nptcbQEN4MImxYrgBjNoOAQcAgMBwI8GXNnR2KEgUlQoxnnF7n+4mb3sPj/joBXjfbyCOg7aBtxJCkgSF3tjPbne2qpFfTLq1tR75Wyy4B5VUHakqA9VzlVnFhTtnjZedsro4EAmwfetYgL2I7MiTp1XeVyquGLGP2WNuXYTZ+JOrCZxrCm0GeDdIMjZIpkjk0CBgEVnME+M7RDoTEh8fsZLip1pedDZfUZMfBY4Z63AiPkqfGeHM+vAiwfbhl+xS2Z09PDwqFwhIEgm2q/Q/v43E2HN6Sr9zTVI55N+tJYqQb67K0XdOYsPkQYJvpxtXx+G7yfV8GaCqvDLPvHI3X+5opNIS3mVrDlMUgYBAYkwgoseXnQhLb1157Tcyr2HmQDFEL2B9hGJNgjZJKZ8kC25HnHMhMmzYN5XJZzkkiVMOrpIEh0+o9rC6Pm3mjjOrG8r/00ktYtGiREKHGAVqjHPO+Zq+f1m0shSKDlMW6uRXJbltbG7bYYotewsu21p1tyPeYtmcztqkhvGNJgk1dDQIGgaZEIOan4CQRzd+TTz6JAw88EF1dXb2aXoAasv6K3h8R6jdhfzebuGFEgASC5O/cc8/Dt771TSxYsECeThJM0kCyoAMfDZU0KAEexuIO/FF1Ms7BWqlUwtVXX40zzzxT7l+y3JTL/uR14I8yKYcXAcpfutP8BDIYv/7667HHHnugWqmIFt+uy61+lWIJeQ9lWuV3eEu99KcZwrt0bMwVg4BBwCAw5AgkNGMAEEUh+BH49ddfxuLFi+HChu9zToEhsEPeCMPwAKc+EfGpJx7FvPlzESZAUKmg5Hnw6p//lWCQGCtZIHFoto1lI5nlTiYUxwkcNzVhePUjuqqiAAAgAElEQVTVV8TW0825or1utrKb8qwcArmch87OTrw7/S34O+2Csh8hBwseYuSQTlRUueATRDbq5FdleeWePHh3GcI7eFianAwCBgGDwIojEFMjYiOuK79IFPKOhTBOMG27nTBt513QU63Bjs2E2hUHd2TuYFOGjoUoDFFwbXR1LMb9d/0N3V3dMoDp7ukBbAd2zgM/Aven92xGDVl/aJLY2LaFKEhdeupnbZLg/Q48COtMWR8h5Rs2EIVwrKV9regvdxM3kggksGDnWvD6v/6BZx5+ELZlIQh8dHf3oBwE8GIPEV9cORdInA8M0lQWRrIO2WcbwptFwxwbBAwCBoFhRsCOgcQCrLrNQhyRAduIkggHHnIwvvXd8/Hu3IXwbI/MeJhLZx634gjUP91bMaIoQHuxiOmvvoJHHnoQ6OpGLQhR7ulBYjvIeSGcfL637fksEl3uqiFb8ecP/x0sa5KkdrwkutwYnHjKadjv4MPQVfURUnQTS0hT+tXCyPLwt9QKPJGa+yRBW1srLv/xRXjm4QfErMGv+eju6UY1DBHHEazEgc2Q36TstE1Vo0u50GM+eaRl2hDeFWh/k9QgYBAwCAw2AuwibHYMQhTSz8NKGqIE6Ogqo6daRVU+GRvzhsHGf6jyi5MQScS9hrJP8puSgSCI0N1dhmVb8AohXCRCAklyqRHLTvJKieSSpGGoyrvS+XIQxklrHKgJqannZNmoRTG6qyEWlwNElg1L7DppokE5NrK80pgPw43U7kI8xlQQqEtEANVaDd3d3fDrExVdyxUZDp3UX6/an2sRR5rkajkYGsKbRcMcGwQMAgaB4UZA+v0kJQ1CGGIk1JTEQMgZ0vk8YseB69BG0mjFhrt5VuZ5bKWYmi8nh8gGAn72dT3JKopilMs9sB0LsRXD46QfO52wxok/JAzcs5qxlSnDcN3Duib8s2jSQJd5dY8NiQXL8YCcBz/2UWhtQRjGoGgbqjtcrbPyz5F2pa22bfW2F4cqdKvX092NIOFAHXCTHGzQhrvQK7v6hULJbrPIsiG8Ky8P5k6DgEHAILBCCOiLXzsCuZkmDUm62hqJQyQLTvRpy2gaGSe0f/RX6Fkm8QghQEKXQDSaVNoXvRxsx+boRQrE9qVJg5MjIbZRczzknBzURRn916p8MKTGlwRCZYeZ6LGmG+6aZp/L8kmZZMxGwqulsRAlFoI4QS5fQBAmSKIAttjwaBoTNi8CFpKYi90UeofZbNparQraoCeOA4+LUuQshEGIwA9k8iXdl6kMU04oqxqOdF0N4R3pFjDPNwgYBMY2AlbKEGjHG4suhQa9KWviZDba85I42Uk6KWhsgzUKap9QD08zhZy0Gz/3p84MUmIYBgGq1Src2BViEOYChFEoTv1JHnXP1rRZCEO2TEscU4TTSvZFczJb/ZuEuN3jVworgROHkM/lfSnNUZMikCSRvJP4buLGZuZqa3RBZzskuz7CnIXIc2XQzoG7DoYY6q4DtJGupiG8I90C5vkGAYPAmEaAyltyhThKpHNJTXnTHiaRixZsfh7u/bA4puEaFZUXwpvEcIT02fLJ16KNCt3PhaHYQdKdkx/4CIJQ3HdxAQpqx0h4lSgwJFloFsKwNPD1ywTL26fiJa2NZKCWOt6LYSXxEMtxOnjsK2edqfVFmKMVQEDeORx8Z2CknPq1GhwnRpAPEIWOyHQ6UOsjuSvwmGFLagjvsEFtHmQQMAgYBD6IALtoUqE0TElvXyoLVABboNuyTK/Tl2CQjtKOqu/zY/P5fh2cihLlocQxLSWfQEdcbFmHtrz0tEwyKIrQGIHvU3GPIIoQZLS7WaIr5HFwKj3EufCTNc1uKENZ+9xECC7r7iSczc/P44nI8eBqeFOzD8ouTT/S9q2XRTSO9HzBFhnsdk/bU/NNP8o0xIktd+pTWQcvmn6IG2VQsqfpeSLvnT7saL7gBwHcJHW7x0EaV2OL+HWiYcDWbAM1Q3gHRSxMJgYBg8BYR6CvQ1sSCX3pL43AqCkDDRbYXWbTZbvpmAxpiDaWsdeG1HXlkyUfxfL0dXVD9PBhzJb1VHyHum7UZtIMJdVySstKTenKyQ9qsF0bYRALWWCZtFwKR39xem0oQmJD8sKQ+4ptWn7Ws75RO03TDtmp3Q3FNVlkpcvParJVDalZbG0bJ2WnqQhxY/k58S9XnwRYqVRW9TH93E+M+urL59qsm1gjpfGMyxdK4ETFnOvIQjK9k/r6ybHZoug7WSQhIw6UEZo1sKIkvyS5rB9JbzroUVlottqMYS8N+jJRVzDN1zSmRAYBg8BoQUA6O9vuXVmKHS7fLeyMdVsakXCSQLpNJ7FhxdQG0m43VZUldk189FJfWDf11exWMSQR4aQUkhugxbNx7S8vxd1/uQMnnXYG9j3kcCwOANeid80QPjVk9U7PiRO4dVUeyXrgkKS7sOl4vveTNetdpzu0TbZS2uMmNYmN4SC2HJnYxYrQBzE/+fMOmgFoXflI8U+sEVJrXq8TCri9GkNqokQjJdpwhSftfB3HgxVXYQVVIWCJk0Ni5xHAkoUQ3CRKXYgNIhlL4EjbyTpUUpFUFoQYhAGSqIBENGKphrLRlEFwqRPPFSegWv+Bh/xUrcvD+r7fO1GOckz55sYykkhyY5zINCda0oMVF5/gBDuxyZHmR2jb8EmkLTuVj7pZh2QwwH/0BKC/B/nEXieZaXSMUrGAJx+4F3fcejNeeuF5dC5ahDgOsM7kdbDBxhvik0cfhWn7HJG61qIciSzxbv6m+AWFjZMOJhOLGnkOVFJzDDVDSWl7Kq8kdTnar1LY5M4ILlcaiwNZXCN2CqhYRbixjzWcEI/c83dc8fNL8NGP7ogvfPVs1LgumZXqGqn9Du00X9bTIX601++rMpK67Dsxf0NA5MSI7NQ8xI0B7vytRZIPvymk5RogvMtMxneRFTmya8IwphlDFXCk9AgRI0zodu+D9rt6T7OEY1bDyx8rf7hqN9UsDWLKYRAwCIw+BEgE6Juyvb1diAA1SpypzJ0aEd2UJOh5GkrXLd1Ub3+8ZIJBPrOEuFDDyG/Q+XweLz7/LC7+7wsR1brx0ssv497dPobcGmsjDiKZeCUdrZV+iGa3W+9jhWCmNC7tjLWvTfvolMSmU5dYBe2ImZs4suolrryS7uk1kmHZyE/kAuPrGw/rJEBzlCsSz6NECIvECaAkNYn4CvU8B+1traiGCTrKPhw4QrJJpITTLZFh/XmrFPRl2FuD3qi6Jiyj3VViuUqPXMGbKZ8kuk899RQuueQSXHzxxdhggw0kFxLfrMzyOHuefZTwxt5KplfkVD6Lp8pQNoeky964jONeqDLSo8k5cGhrKeDG667Dhd88G3FQTR9STzBn1gw8/+wzWNzZiWn7Hqm3SSj51kk8rePTctkIRe4ikfDUOIKSoTvNihibiFbTcXLiVzgJQlhJhInj2lGp1tAVpNpsL+di0cIFuPgHP8C//vEYnnz4YWw1bQcccPgRWNhVFv4hYizkeslBHgupRJc/DHJrm4RXBg8cQFh1yU2v8ddDbayYPalbuCVqvAonjQ3W28b8Dac67r6jJb9QrcJTh+TWdFgzJFk3d6aprU/aOPqS0bC5S25KZxAwCDQLAtr5c+B82mmn4dvf/jbK5TJKpZIQA376y/pUHQ5N3fKxSWTRA3qE4Jw4MkrRZ9VSwuC4LvwoFAYa0i2WdKTsTB1apCLVZ7mIRa9F/W8utfOzJMe0C0x7cqG12iWmlspp6Ug4qEWzqU1Ln1A/T+0+qaVKtcA2+Amcz+QSDbLbLkLbQ2Tn6mVKaRFrwTypoaPNqJOEcOJItGZBrYy8a6Pc1YEbrr0aP7/kYlS7F6eeL6IQMbWbTp20Lx/AVUtRJ411vpWSBj0hepnjVXvQit1NWb3tttuw/fbb47vf/S7mz58vZi4kxCwTQ8ry0sqXJaf6ZI3TUONXNeQAk7+xV19+ARed+00ZwFluAVtvsz2O/sxnsf5GU+HkPNFSt4+f0Ps40Z7WCabIHr9IyDmHbTGtjUX7GlqpXIfw6vLOeMo/FwfxZHAWhgHikK64HFTLXbj9tptErro75qPoJgg5WLBpxtDnTlCHjPxx8SdCXLQclFt+IUmHgmlIoisls6hF198Cvbakvwn5SlL/TbLMgZUbfA8Y/TQeZSAV0+wkxTRhc7zjept8iYMxS3jZKPwBUwPDHw637KebJVAyJwYBg4BBYBkI8D0yY8YMXHjhhdh1111x0003LaHhTTuIukZvGfkM1yU1t6DyhhNQNt1iM5x+9tnYZvsdcNEPf4C1J6+DHmqpSQLpRopLh8ZATF+yQhBSrxJka2kHV9f1CNHl5JUQSRLCIgmOA9kthKIrYw/OT/mI092Wz7gxLPr8jAIJ2XWSwPJZMhGGS87VN5aB2j2mUFKcXq3bzNJfcejLcqdc8jT2q1ijrQUPP3AfjtpvH5z75S/ipmuuBM0YXDslyZYsjdr3DH3WUIXpk/o0vHyOykh/z1wayewv7crGsR1JaBcvXozvfOc72HvvvXHDDTcI6aUGmDKjtrD9kZrhQ68+KLAsPHz33xBUukTOPvyRbfCbG67HL351JfbcZ39EtC+NY1nKmbImAyJSVhLLMBQ5owkBZY7+gVNzHA7P6gNA+lKOYkRipiP2HCK3fq0qXx1c8UPr4OnHH8OnDj0Y/3Haybjq8p/BCivIJTXJd40Jk3DGv/87pu2wI848+xvYe7/90dVThm27stAMV+Kjnbddl32SXsQsNwecqd5USC+15HXNsvw26MlDfj8JkjhdnZH4D6Y5w7LkSNuapFeONWJZNzXBtTFt0sCXCH+448ePl6bgcX8/5CZoJ1MEg4BBoIkRoHasUEhXGnrhhRdw3HHHCVkgcdhxxx2l5NQCN8vGiTPscxPOtE4ieI6N737vu/CcC4QgzFrUhXy+RAtZtJU8BLaN7loFLe0lxH5I9wIotpTQXamgEtXSDpyVk1nxEdpbW+SzcKVWQ6mlJGYR3WXazwK5fB52zquT2RBhzRdSWyh6cN28ENlyhS66Yrg5F8Vii9iG0vcnt1Jbi7hFqlSqiHPF3pW9uDQzrQpLJQ+ul0O5XBGShryLtpY8gp4uzHz/PdiWjQnj2jC+rQWJS+vLuL5K2ND22llFWfaYT20ktI3nw9UvqRKIBPell17C8ccfj2uvvRYXXHCBDOQYT1lneXrLKJO0Um3lUMt3+sxESHihWMQ/nn4y/UIRBthjt92xwUabgDIHWZUwHRRx4VvbdmDzq4V8UUjQyi8wSBDUfHilorC2rp6qmAmkPCBBsZBDwSshCAP4tQpIcAv5PGrVGmrVAJadoK1tPLo7F2PG9NfEE8Taa66B8SUPrZ4LTk6sBT6OOe44nHTyiaD/5YWLexCHFlzXRqFQhGflUQsqUgcvx7x9ODkXXI6Ovy04JN+xaHkdKxCZ7fLLcD3azHMViBjEgUZT5ZCaeFqlD8+mbVFX9Q7PQ1fxKWOW8GZ/sPrD5WiQP+bsxmvD9bLJPtccGwQGigC1MroZWVUkhidUvKn94rESBr5L7rzzTtxzzz0444wzcPbZZ2P99dcXksBPnCQOJMBsu77WG54yi2aUn/o56SQMUcoX8d5br+GS71+Ngg3UkginnXU2chPaccctN+L9fz4Nt7UFp37xi3jiqYdw5+/+gO7FPfjIdjvg0589Bq3jWlCh5tfKwbEslIol3H/PXXjk/vsxY+YMbLTBBtj/E0dgu2nbYf6CDvzp99djzox3RDM1dYstcMSRRyLvOLj5+uswY/pbQj6233k3HHTQwXhr+lt49tln8M4br+Pd994T3dsWm2+OfQ88EJtvuTXm+yHnzoBa4pwDWfnpsYcexPNPPY1X33hNZsYfcsTR6Oyp4M6brxe8ozjC/DlzcMn3L4Qf53DgJ4/A9tM+gp5qFZbDLnFoiK/myjbngiKUEbrLsqlZrS8t3ChPlCvu3PRaVkr6i8teH8hxYx4sF+VYn3vXXXfh3nvvFZOdr371q9hss80kWyG+XHaWAw2GdXvrVC85kCevWBrix7IViwU8/vjjePyBB/Gvl16SgRNl+omnnsR5556DIz59LJB9J9o0w6CGl/zRQjGfw2MPP4T7/vpXzFm4EOuusw4O/PgnMG3aduisVuq/SQvvvv4mnnjsEcx89128+/YbaGtrxeZbbIZDPv4JjFtzPTg5G7fdfAP+7/abZfnvJPCxaMEC/M8ll8DJ5bHzfoeKZveSn1yKhTNnwHJd7H/YEdhlj93w3D9ewp2/uxX5qIxd9t4XW267DW645lq8/uprGD9uHD5zwgn40Lbboqfmw3IsMUHyAh+/vf5m3PPgPZjQ3oYT/+0UvPPGm/jHU0/DDy188nOfw8ZbbwHfJ1JDS3s1d7W+WWGnHivW9IOWeswS3iyCSngZLliwQC5pXOPLIHufOTYINAMC7JjYQbEDYmeqHVUzlG11L4MOiNkR6zuDx3xvcDIY3ST99Kc/xe9+9zt84xvfwMknn4yWlhaJpxkEuyYlQsOKFW1dkSBMANexMHfWbPzmF5f2FuG4E0/F5HU3xEP334d7fnsDnLyD+fNn4Xc334bET5UCf7vjNrzxxsv47x/9P5mBT9IThxHO/89z8dtrr0RU63MFdeONN+Bnv7wCBx3+cbz7/gzc/ItL5Fltk6bgoP33FdJ30X99G2FPh8Tvvufeotn64fcvxD133NZbLh7cCeCqX/4Uv/jVr/DhfT+Bnq5OeC59TkT4/ncvxC3XXgO/p6v3ntIaa+Ktf72KJ+/7G3J5D1YYYeG8+bjq52l9195gI+y08y6IK6kHid4bh+iAhLDPNVWqKY3rS0vrI/kbpgxRpnTPDmw13WCG2tdpSDnmViwWRV4vv/xy/OEPf5DB25lnnonW1lZ573DgFtJLgXx2H8wS9eWlFM6xbdHuPvfMM7j6ku9JAnGxm8vh2ccfkX3KJpvLby+9myYrqXlAFIdoayniZz/6ES7/nx8hzMjnDddcia+fdwH+7fTTZPJpuaeMr375DLz+3JN9hagf3XrDDfjpr6/Dh7edhuuv/V+8+OjdsD1PTBAWLerENZf/UlKWJk3BtGkfwXVXXY2F778hcetuuAn23W9vzH7vXfzm0h+KEcLrb7yOeYs68NKTj9WJaoK/3fkXXHvbbdhsyy1RqVWRbynhv8//Fm6+5ore8jz5yAOwwgRvT58ucQd+4hAUXQuVcgDH9UbqzdJbvmY8GLM2vEtrDP3sqJ3X0tKZeIPASCJA+VRiyw6KnSE/qZNE8djsw4MBNbWKvRIFtgvJAt8ljKN/2/fffx9nnXUW9t9/f5kYpOYPXLFICPIQa2SWlNVENMx+pSqmDPw0Sltdt9gGJ5eDVyqhpVgUDw0lL5UnytVvf3Oj2A3auRzcXAGuW8Afbr4Rb775FvJuDgXXwQ3XXINbrrgUke9jq2nbY/+PHw6n2ILqgrn4wfn/hXlzF+GU005F61obwimOQ9f8mXjhmafx9OOPIqx0C5aHHv0Z7LLn3jJjfq21J6N90jr49Emn4dPHfx7tkybBKxaweOFC/PCi78GvluFaQKmQw69/+TNc94tL5dMx3DwmTtkYrROnYPvtdsBe+x+AqVtundp1RhBt3Z4HHIKd9zkYm2y6GcIwhkUbj2HY+Nut+b7UlQNVtj9tknnMayo7HMBShnjOjdcbd14bjF2fy+fwOLtx0KYyPnv2bHz961/Hvvvui9tvvz2NLxY+cE/2/sE4pkZRCTW/kEzdZBPscsAnsc5aawtJpF33eptugZ32PhDrb7wRQtq36halnibaWkr4/W234Wc/+B7CWg3FcRPw4Y9sD6vQIqYEP7zgv/D440+gVCqi1NKKNSZOwoZbfghHH38SDj76aHitJeQLOUx/9V+44meXie3tHnvugU22/khqkw4LpdYidttrX+y636HYcKONxcRmfHsL6NHBcfNoby0hiWKMKxVEC1zwPNx/99+E7Fq5POxCC/It49E57z3cfvPNaMsXMK7UgttvuEnIrpfPw3It5Eoe3nn9Lbw9/W3kvRIKLWvA9Tzx5mDJCGDJNlQoxno4PL/wUYoyO67GH/8orYop9mqGAImUdoRz587F008/LRpeyis7J7MNDwLEm21BItLT0yMPVeLCE75DSFpIGHnMT7Gf+cxncOSRR+K8886TGfGgL84w00Hr98IhrAIJFp3yg5PLwkgIbxxw1jk/ZTtip9hWnxjG+sC3MG7iBPzgp5ei5BVx6udPQhSSbEV47vmXseWHdsT777yLm6+9FrbjoaWtHRdd+N/YaccdcdTRR+OJRx7G66+8gEcffgRHHH0EDjjoANx+3TVCYu6/9x7QQxonrVn5Eo4++ihEbpFmwjjpS1/BCaefiS03nYqJ4/L40+9vx/GfPho5z8XLL7+G6W+8hm0+tDVee+UFXPmzS+EUCohqPj5/yuk4/d//A4GYceawwdSpWGt8CV//0hkytJi87rq45NKfIte2NmpxArEvdlzESaYdBhl/1epOf2s6fnzxj8Emd1xHzBkoG9x00NT4G2b8UPZFzF9tpKW9M3XnoI7vGpVjXqILs6OOOgpHH320DOR23GUn+GGfN4LM7YN3WPdqwIHA3vvsg/0PPhhf+cxhmD13DmdB4qCPH46vfPMc+a399Y4/9j6Xk9RAt4FdXbjummuk/UkOzzz1VPnqcuJJJ+Guv/0FfrWGP95+B7bbeRcEcYDvfP9HKBQL2Gi9KWgr5fDzS36EC845R1yRPfH4Y5jx/nv41je/gY3Wn4xzv3oWIr+GNSZMxI8v+xmKE9dDEPood80HqP+O0oUaArpOixNwkiTjaCNPK91PHnsMzvnmOfj6176Bh+65G5bl4PUXX0LnggVwCwX87sabxAyG74kddt8dP/7xj/GbX1+Nq6+4EmFkwXJt+ImNqsi70WP2Nn7DgSG8DYDoqXZiDLmbzSAw0gg0yqGS24cfflhmVLNDGspOcaTr38zPZ9uwI9aNhIXtoYNmXmMaEl8SCmrH7rvvPpxyyin46r9/Ceusv77cmn7u1lyGMKSTe9o2xrQftRGRXcp7LnWUygk6Lp3r0zaX2kU/xC5774eDD/skgoqPqZtvhX/98wUyerw3YxaKJRvPPfs05sx8Xyagbb/D9thxh+1R9FwcfughePzhBySft958E34Q41PHHIO/3n4bqt1d+Muf/oBxEyaIacf2H90Ru++xJzr8QMjq5A02Qg4hnn7mabz4z+fwxksvgGvyBkEImtu+Pf1N7LHrR3H33/4Plc7UHGLTLbbE2d/8JlrHTURPLUY1iMRkwqovFMCCWKw76+uQf9BG0kUUhbLcrxR0KP7VlW7lchU9ZbqAGx2byjFJrw7gaK5DgkxTnWeffRa33/EHTN1sE7HnHcxaqSkD85T3X90PLstBD8oODbdl48DTgc3BPvvsJbTUCdpa2vDsKy/h9RdfABwPhWILPn7Yx+EVCtjvgAPx9//7C4enePa552ViWdHLY+rUzVCrVfHoo4/h+eeewYvPPJM+yXbQ3bEIizs6xF+xQ3dhEV2PCJdNnezFQN7Lo8ozGpnXNzIJz3UQ8V0hTkhimWB5+he+iG2nfQQHHHAgHrznLnFWPHfOHPiVmnjGmP7KK0gsT0xhTjnzy9h2h52w34x5uPH6W1Cp0LNJgsRyYDmc9FnWx5mwAQFDeBsAaTxtJBmN1825QWC4ECCZJVkiaeIx/b3ynLtqZ4arLOY5/SNAIsBPrjoYyaZSEkyNGTvsjo4O/OQnP8HWm2+KE085TbRodIKfDlqG9pMk/XdWRbcUI285cFxbXDOxF+ZCWdSMcuUmEkPdWortSNwCOisdyLfSRrAiTkJL1Fh5Lt6e/SriWqdMsnn3rRfx7fPORq2W4J033kILtYRJgpnzF6AjCPGRHXfAXvvug7/d8Qf0dC9GR8diWF4BR554Mvy2SbAXLcTEgoOFb7+GH154Pu656x70dHVLUeycC4ckNQjh1RIUQmD6S6+miwcA2HOPvdHaPgELegKEbgtqdoAWO4ElHiDS2tQiG122C5du1BwXpTCGZwGkoUOm3qhn3NJSxJprToJNTwK2LQMLlwSuLheUDSF0MrktlYeh7Icob3ynLFq0SDwz8FmpDGrLp+YUGk8THb5vaNt76qmnghPZ1lx7LVRrVXj5Yt9Ng3SUjlN0zTOCmH7d4m+lbPVp5K3Qgu+6cN0crKSP2lTtCIHtonv+PITljnTg2eKiNHUrTA/zmLDZR+B4JSRhBTPfewNh5zxM2nADvPiPx3Hhef+JJx57AnGSDmbHuXn0UJNNhyt+BDsE8lZObGmFnHOlxCSHJHLhW7H47pX1lAULhz8qUA8eis2vAz8J5fdXbF8b7/ZEqBYn1m1vIyROAqttvGh6/coisfd12ydi4623x8yuGElxPJx8K9Azi34okE8CcbUnbTdkQjxIjTpC2fRJxQgVwDzWIGAQGDgCfJlRW8gZ/5deeikeeOABsd1t7KAGnqNJuaoIKBHgbPZZs2ZJh0ptGAku24U703BnHNuPhOaEE07Af/7nf2LLLTYXX7iSnl5ASThWtVDLvV+9jVKnHKUz3fWhdddN1EtlS0IzCJIMmZFPP6H1TcpbSzD3vXTCL90qTZ8+E9Ovul6T9IbVagWJ76Po5bDfgQcI4eXSruJObPx4fHTnHRHVysgVSuju7sSZX/gyXnziEXEztf7Gm2PzbbbFow/eC7+7A4mdIM57mN9VxuxFC3sxa12jDaVxLZhbXsC1WsUNGQkyP3tzYzUdx0KOnhG4qEXExQM81Co+jZl7yzrYB8SJ28ZTN8KxxxyD1rZxYvrR1tIqK/SNGzdOJoJxUqPa46spDGWDW+PvXPOUiyv5jwNmDtQefPBBHHjggSKbjNONz1BZ1gH2YYcdhvPPPx877LCDlBigIUgAACAASURBVKmzp0s+9es9Qx2yTFbdDESfxQVMZJlgNnBmtTFJC2D+gvnpb4tmX6IhphfnBHnXglW3o650dSNnW3jj9ddx8oknYM5778ivYOuPTMO6U9bBA3fdLcsoe7QGsoHQprVPlLq1o4bX5RK/EeyCjTCiZ4i6zzYpJH/b6Y9M6LvFZSykUYXMEmNOXtSN5WZ7z5kzS74WUXLHt7fJqm4cqEWxL56oGc+/zIrOmoUJGxAwhLcBEHNqEGhGBEig+AKkdkU7o9NPPx3czdYcCBx66KEyOU3JCUvFY7YZSS53bvvss4/YDh588MFyToLnuDmE1VRrJm0tVFMZqCQb5H8p4WWmWVIrD7FSu8JUl9ZXBj1PiXBfcUiYc5aFNVrXlMg4iLHOeuthl732RWfVR2q9GKFa7sROu+wMK/AB28HD9z8o6WnbSpx6Fs7HEw/cj0997vPwQxc3/e52vPjE47Ji1jY77ILLr/5f5DwPB++zN+Z3dshEoCptkduKKLb0aRbndyxAV7kTlh0ijPgVBHCSdHEhLTUJRxz4yNfJQhD4yOW4ulZffTXt4IUp4Y3j1I8sBz0kmiS3XPyIGlOG3BlHuWkkvINXlr6cdECmCzDxPaMbj/lFgrLLdNtttx2+9a1vie0u24wT2hjPspZrlaHTjmuBsmHdDVo2igMn+utYUqYtGeuMHzdBysr0dmLBpc14rQaPAzwu8sDlp20HrcUSrrriCiG7Tr6AAw4/DL+48nK8+cZrYjqDnIXEihHaMSIOuviD4ESxiGYFESIrRtUvp+YWspyaylS6fDDNLfjXu8mS3fQmQaOKvniWhwMzyoWYG9GOutqDvBUj9ivwLAthkPqm1rxoptOXg8aaUBEwhFeRMKFBoIkR0E6IZJcdDUPVFDZxsVf7orFTYtuwLdSshOckrWwjHuvqVPRfys+/dE1GgsD0vD+fcxFEUd03LyeNpVpUmgUO3UbCKzNcMvaOSnTq2l/RNjUUgr0piUamV6VbfCpGJ6yxlthBxlGCjadujp/87BfoCiJU4wieZ8MmGSgnKDouXnzhn7j/rr/DcVysOWkS5i5YhCT0cfNvrschh34C7ZPWxbPPPJvyiCDEkZ/4JDbeaEP84x8vpNN8ktQVH/WQuYKDtddfX8hWYlv45/P/RLXcjZZCEQFsVP3UC4L8hlhFWUErRHtLSWx2ZSUrTt4jUZIFCzKVG4IGEK0fkapPaOQjKAcqM5Qbnmscy62yNATFkbxJavkMLQtDfc/QRGfKlCn4yle+Ir54qYlmWsZTjqMwQiiyNBSlW3aeS5jqCtXjYC0dsGXvdCxg7clTZPAUBT7KPT2YP3Mmtp02GXe9+RpCDsIsC+tOnowkSvDSP5+XSWKs56eO+Yy4s+vu6SYjpfG7aJBlOQgSXfWKwGhqjL0cWkp51Hon8ak81X88OizIFJ40laKZJbwcd1SrNWy44YZCeis93eiYNxtzZ72HrbbaShb2pis+EWj+53sn1Rlnq26OMwiIRj1zbg4NAgaBJkWAHR87SdX2spNip2T2kceAbSGEqk5ktE1IhOmv9JxzzsEjjzwC+i/lNcbzHhIGeuxnu7L/42IQ3OKhZbvpJC6uMCY7J9tw4YjMxCBZTnUJPZTQibTr5n8lx+xobXSVI0zbcRoKpfGy6hrdjP3v1VfJzPUcgM4FC9Exaw6SWhU5x8Hvbr0NnYtpl2jj5FPOwEYbbCST0V567lk8dP89mNBqIejqkPLRUHjGe9PRVrRR6e5C96L5sgysrJpFMujH+OiOO0s5HC+HF596Br/8n8tQ6+zCwpkzEZd7hKBbNAsQk10HM2fOxEP33YeO+QvEr7DDhROyLH4o3wGKM1Hkb1rK1Wf2QlnQ33rjMc+HYtfnsdoquyR71C7yKxJl92tf+xra2tqE6LIMlF9KAlfDU9I1lLD1l3fWxpyyzE0GCjJYS2U0ihOZJLbmWmtj8gYbi+x3L+7EvX/9PzhRgAfvvbtuEpBgx912Q7GtiM7O1F4cYYAZ776HNYttmDn9PdBOGEG6ni7NZOw4nfxJzyYkvgtmz8EjDz2AuTNnyBcbkugMr0VCUiztz9VS6r8hGezQLIK/w/QXxnowTzpKWXvd9TB58nrS7szsF5ddirfffgt//fMdqHR3gvbf4gGEi5kI4e37bfaH2ViOMxresdz6pu6jBgElUyxw9pgvd7ONHALEn+3BmezclThQ+8Xt05/+tJBdfgrmRhJBQqFERqhjXYmqHzpFA8g+a0ibljZ/EWB7iKgZsl3Qv66V2LDd1IMBVyQjr00JmfTAda0ja2L3xttuDourFWy6zRbY/xMH48833wjX8fDdb34df/zd7Ziyzjp4581XsckmG+PSK/8Xr77xJv7857/Aofuy1nE4/KhP45XX3sRbb70GJAF+e8vNOOpTn8Eeu++MB/6W+nq98YZr4UcRHnnoEdS6F8kM+IQTOC0XtZ4Q+++9H7bebke8/OwTyBVa8cuLL8b/3XGnuE379vf+H6YctgHWmjwFuWKLTM7jkrJf/dJZmLTehvjlr6/GJptsiNAPhPgMNV3gymSUG/3p0rVbtqmFsGVWO6NMNf7O9R3QGC9CtoL/NA+GlE2VXdrzcmns3XbbTXLMDtL0Hq4Sx8EZz4dcZPupVwT+lmjfXPe0UV+9kKVJ4xPYXgGVShlrTV4Xx3z2BPz4wvNkwuDPL/0fPPTQQ3j2qaekLfLFEg488ki0TVoTW3x4G7zy/NPwWsbhFxf/D2a99jZuu+1WqacbO3C5NHYIRLUAW226FSwrDyeuIgkifOMLX8ZaUzbCz3/zG0xaa4I8y677eObi13R8EvErjiyvHctkRViOuKmL+Pur22tTk9xTrWGtdSfikMMPF7douUIB9//9buy5886odSwQ8w0huyTfVIaImcdQS3A/DTFKooyGd5Q0lCmmQcAg0LwIsMNnh8OQdo3bb789/vznP+PWW28Vu0eaL6h7J62FkAZlPaoz7WU+Q9lpWYjoYsrxxCUXtUKVIEBUqyL0a/DLZdCLA7/31wJf3IyRlFX9SD75J46LMhfMkEUTIln+FHkXNYT4xvn/hY8duC98TgALfTz/6P34y+9vxkvPP4d/PPEUurt6cNONN2LhjDcQRT4+utteWHfqpthjvwNEu8XnPHzXX2VJ5s8cdyw22mwzGSR0d3bhf6/4JeYvXIQtPvJR1FjOKEStXAEXHcjni7j4kkuxxTY7IKhSO2dj+msv4503XsWM92aj3BNg2+22w54HH4LQZ51iBN0dmP3Oe6AGEG4Ovmi1hxJ3bfmlh0pkGerO1Bq/9DtX/YqaVHz4wx/GFVdcgb/85S9CdjlI04HacJRjwDXhJ3/6jo65eEeI7koFiWMjti2EMU1EuGhHhGqQLs/b2dOD404+BQcccSziKEB350I8+sBdqJY74Hh5fPXbF2L3vfbBnIWd+Lczv4S2NabA7+nGnFkzcPmvLsPE9onYaG0uahGia0GH+M7mb2K9jabikCOOFIwoV5Ffxqzp0+F5edQSC53d5XpZQoSJDVrNlGsh4kpVfkPlak1+jzRO8FkX/q6iSHxDR/Jbs/BvZ3wRO+++J4Jq6seXZHeTrT+M9vHjU8MkC70DbnmvDBjEsZXQaHjHVnub2hoEDAJDgADJLoku7Rs5e/20006TJYSV5IqtY2bm+xAUYQWypCaPLu9jBHGMgu1g4tpT8IkTT4cb1RAlCYotrfCDELvtuTfa8g5qkYVpu+6BSo3aSBeHfOJIbLH1hxAmMbbabnsIv41sTJiwFi771VX465/+hEcfexqz58xHPl/A1PXXx47TtkElClFqa8fHjztFVjc77IijEFo57LjHXjjypC/CD8qw4xAzFizC7uMn4orf3IBbbrweTz37HLbcaluc/qWz8Nqrr+Cvf7hV7B3HTVoDQRIhjGNsttXWuOI31+Pvf/4znnz6GXQsXoz1118Pm239YVRrCXJeDud853xsO21b3Hf3fYh9GxttsgXWGD8h/UotmrXeEccK4Dm6kyqJ5aS1s88+W75ITJw4UQgUtbrU+uqAbnk1bRwuKJoaLu/+FblOUrjXQYdio7U3gJvY2H6nnRFbLvwowU677wFwkGnF2HznHcRWm1pVz2vFRT/5KfY74ADcf9fdWNy1GOtvsCEOOuJI7PqxPdHVxcVjEmy82Va44pbb8Nvrr8O//vUK9t1rL3zu2GPxwL334tEnH4NTahE3elVONHM9nHfhRdh0i03xxEMPoatcxQZTN5cVC/P093v0p7B41izR7G646WboqsSYvN6GOOzEk5H3K8gV8sgVS2JWtMWWW+PIz35OPDFM3HAL5Ept4kuaE+4u+cUVuPPOP+MfL72E7bbfDltvtgm+dOIJ8nWAvzH+ps22bASsmFNGx+jGHzM7ok9+8pO44447BIUrr7xSfAvys45+ehyj8JhqGwQMAgNAgISB75JbbrlFNLtbb711qu2JY7FzpHZMPjfWXZUxfVYLY0U+QvoUrQUoFIq44bprccopp8pys2edcy7+49wLMWNeh7hPGkBxBpSEZDemzapDn6E2PNtCASEKTiLLB1djC2Xk0OIlsPxO2MU1hNRygYpcElGhCzvnyCpl1EJV/RB25CAPH3ZUxfhx49EThKiEiSzq4DkWSjkbi3s64eToUYGTpNIljmuVKlwH8HK0XSUSwOLIE+LrIUSxQA8AASyvBUGUiF1we9GBlQToDDknP0bChSi4joQFtJRaEPiBaPlsEnv6+E+KqASL0dJiw3MT+D1VeFYJEf2i2kDZ8mG7Nuy+tUMGhOOyEvGzOl25teVzeOeNF3Hs4Yeia9FCfGjrLXHSSZ9HsdSG1vZ2rDF+PNrb2mWwRBtZEk/azrJvWpqXBiWpWTlaVlkGci1LainP3Br7QJ0/wGtMz3JQq1mLfFT8Klq9As4751xcfMkl4Gf6K26+FbvvfyB6un3YyMkgi3asg7U5RQttkQXHj+HbNhY5tEtPMD62UYwt+epQa8mh2l1Jl45ObORtB+2FPIIyXalZSHJ5BK6Hju4KClEMN0fzAtovF4SEinzF/LqRalG5QmHIrwv0S5YrgMuDt+ZtlDwgqvRAzCxyBXQF9ODgoDUOUWSlLRsV2rtHZMkJWu0IbVaEwK+i28qjMyqitehhXLwYVlRFkBuPBYEnbeD2zMekceOAnIuuWhlTJrXihmtuwFdO+bzY7244dXNc87s7UJyyPlD1xU55MDBme49rbcPVP/0hLv7uuZLl5479NHbadTfYXhHjx7VjwrhWjGtvQ1v7RFmym7LLnbLLnTLC95/K7GCUa2XzMEOClUXO3GcQMAgYBOodP1/sxx9/vODBwTJf8DKpp27qwJf90l74y9I4iFejOsqN2rNVAZ+rQ4knpTglnaFfRWDFCKo15OlBgl4j8kVUK91w6dWgXEMYW8i5HnhvpVpGLkngh3TPFCGfK4lpQZI4sN0iFnT0AJ6HSsiVpICaH6Kr6sPjRBx+hk4iWeUt5OQ8foJOYgSVClwy1iRGzIUqaKHI5VI7+anaRRxWhUy4loPFPTW4TiL30bcp8aZmmuqbDppkxIxzkUQkWi5s+trNe+gpd8nqV0U3jxpdbXGpNcelJSgQ11foGiSg03bV1mWmjRnzml5fldYcnHspn/3Jbi+xpa/ajOlO41N7a5ipkrg/Zi3ZrPUbGlFozGeg5yxLUAtRjgA3BGJZvltmhCGgXXEYidswv5rIMtpRkg40q7SvD0JZzpquAKMgRhVcuc8DHdOFQbo6WrlSRRhHsihLRHkNE9ALiBMGSDjAyxcRhAHod7ri12QAl/gx3LyHGlfS8wqyVHdsWeiibOfysvQvJ1bSjKbGZbyTQI6TnI1iPge/VkUPfVyH/H34Iv+sJ/1OPHDfvZiy3rrIt5Tw5ovzcdWvLhdvZQR28nrrY+11J2OhH4CTRAcL4+GaxznQNl/VdIbwriqC5n6DgEFgzCPATomaXJIGkl/dsiR3aVoOIQPKBuo3sqNhFEPOBBcfnRl7X81/pcP68+h434oqpH3pErtuERWSRaqzfPpVdRFzJakooftRscsV3Z+TA1cjZjqPZaUvYfF0ANQ4Cc9xYUUxiqyAX6MRKheCFX+oQpqkJ6Wnfloupt2zPEsm8DnI1zWMrDIXh2D9E9GDhwKMFD+yUZABBwcTjK6zKk60IzD1ZZFhhUisAFzxKmdz6VWW0UpXsiLKcQDpCEm+04xWGla9kTWi1wdxXSUtyen5qtrkVT1uaHjNYITCRtllW3FjSFnmrnHZIrJGaStmYumalralXKCBbWIDjvhEXtL7R+aOFT50Ikccc4VswCRGjsLJ3yK9d9Qnfzl1rX19apu4FaONL+1pLZdfGxIUaQkbVSQv27HEnpzfDvIsND0xcCFjymB9BW4u4ws/FnIJ0I2czQBACWENcC0blh/JdVmihQubgIMwwA59iae8VuEBdl5+X27UlQ4uLU+0p2EYoGBVUMwX8PJbM/Hlkz+H8QUHkyatiTfeno6eciX9pGE5OOKEzyPiZ5KeHrgcYQ7au6K55HOFBaThBkN4GwAxpwYBg4BBYGUQ4Offld0+QBYaMmK3Q2I8FFu2S1Mqkob6QE79Xs6TxQdoPU09bZovNW5pfO9zSJp6s8tknDnsvS5x/KjMLXtfJs+M9lCflSbPZLjEBV5Nn9D7HMk+mz7Nf9X/D0Weq16q4cqBtSe1ZyiEka63hvDh0p4ctCxlU/lWl2B6nspBep/mwTCNTzNL4/uJ4+WGRzbeq8XR/DTUnNPzvt8KJ8Y5roMgDOHmc3j9tX+hp3MhejqBGXPnaXZobRuPE794Fg497HCUu8soFPMIa/Tpndpd9yZcyYOheuesZHFW+TZDeFcZQpOBQcAgYBAYegR6O8Whf5R5wioiwLbinuVBy+Bhq/i05rld6quVri9QksptHQtqSZdI1Dxlb6qSUENN/GwH3T1lfHTHnXDO93+Cl//5IubPnyfElt409jnoIJk82l0LQPeAQZjAlSWKWRttiJWrmciwNt7KZdF0dxnC23RNYgpkEDAIGAQyCLDfEjs+ugrLxJvDJkdAKENvGZf6lXk1IBVa0w9UJZ2fJf5iaWAtE/nGAvPvbfWVOKj70qX5CD1R0DfvpHUm48QzzkJYrcLzcqIupwkVLSno1ixOLDi2CyeJxN53JZ7a7y1cVIbbEu3a+w5aIrbf+5st0hDeZmsRUx6DgEFgzCPQ96mVXhMScU4/SOalYx7b4QCAnKB31aw6QbDrq+h9YNAi86x6WcRwFG9InqGktzdz9SUsptoRCq5Ha1fZe9OYgw8iUDfRoYcEN5dDFIUIfB8L/YosuNLVVUbOc2ViZhQHMiGP9stcEpmDCi5c0St7H8x9hWKE0or9ttqc01RaGDmX+kgn4jYMYPqz8V6hhw5hYkN4G8DlxBLdlmWkr2lMaBAwCBgEBhUByxJvBennSRdcSIqdn+f2vZsG9XkmsyFBwKLniNhCFMpsJiEIfFAjUeBqZfwb7RtrsGQtqKEMRbubl5XJOKkTcN2s0fVor/XQlT8hWHEEV2zeEzgFLhQDuPl8qnF16KWMtroxHMeSiZ1cmpyO2XTV4lUpHcmuTa8UdT/MzIvtS9ti4UZ1V2OMy3694LVm3QzhbWiZnh46nk43jlSaebSi5TShQcAgsHog0PeRMO00OGmFG99DURikGpXVo6qrfS1Ic9luJAhUpGT7EpICIbpKDjJa3mYmDMtrtD75FalFIV9A5AeIwwQ50B1XKO69lpePud6HQC+mSTrdj//V1IDHlizrzG9CXLiY/rUHb2DMhXNksF33PCPktu6eTlo4s0S2kOC6PGeP+2oy8keG8Da0wdy5cyVGRzV8SY3mF1BD9cypQcAg0IQIaKcmNDcz0OYEFOpVqLnxHHG8taQ9XRPWZWWLpHohxWJl82mG++hPInJy8OleTfqQTKnqjvh73dQJSdDaZ9KN0kPxOMeyWzaiMEShUEAY1MBZWFxcJBb3ch/0uDFKqzvkxRaSKd4uYjGmJaGlX96+zZJVB21ZGtuWxVcG6zfkuPQn7kg7yvPoXs6pa3hZJjFbqS99XS9SM/MlQ3j7pEaOuDwoN45s6DjebAYBg4BBYKgRUEWfdFR6wvdQFKFSKaPcQ5+btaEuhsl/kBAgnQtsD3Tt6yUJOhZ3IpdPfQCTF/BTsRJenrPJVSumhCGrER6kYg1KNizfB8pWd0u3hGmGZaGnpwJ+Ne3uqqDktaHMlfbEcfOgFGUMZWLBSULR5kYWF2VxQZMHDoFFfrhMCwkvF20ZPAUvYrqmtvOyEA3BppxyIp3ILk0abBu0TRfZleupXa/KcLM1kGF0DS3ChuSmmt1mbbiGYptTg4BBYNQiYMtEEHZcrk2bz1A6slzOxa8uuxTXXHk1uIIZkj7Cm2pwBkuPM7zAKSmSj7AZ47/su3d4SzRET7Nof+3KagVh6CP0a6lpgzzOhm07dXteLnHA1l9ya9a+J0t25VhIUAzbsmWAZjm22H3SlOOc/+8sOLJ8NTtVLnMSwJJpa1rf0SnDS7bUcJxxFUAxkhHNubwPZGCsOFL7Kz4wBtlfNwdmHsLYh8PVDuMIOa8Ax3ZkoRkuNmNxYRjKcmagTkR4rjxqOBAayDMM4W1ASV+6XHGm2Rqroajm1CBgEFgNEJDlbblMUxwjqNXQUmqRVdsi9m9BN2qV7tWglqYKikBraxtKLW1CCHJuXlbmIzmkGZ1oztS7QQOB0PsZZklnNn44j5XQkLLmZKnqOsHnJ3C604rK8Kvl4SySedYwIJDYLnI5DznHgWs7sGVgl1tCdptBPvuDwhDeBlS0oQzZbQDGnBoEDAJDggC1JnzfeJ4nplR77LEHzjzzTLzwwgvwfV+IURhG4FKjURTLrGxOJOHO+3rfWfXSqc5nSAq7kpmSFLFcLL+ln/MBzJw5E+VyWczHpkxZT+wF+YjV4f2rymvyViWHLS0t+NjHPiYmDVSqlEpFIbo0n+uP8PI+7k29JakrrGqthrzj4FNHfwrT35qO999/X2SUskvXWjTPiSPKbSrvKrsSSqP3/hNpafZqN3WbrEThRNeuQstvDnSmIfbnnHAZixxOmTIFW225pciql08Ha/wSpbLLAVvjoK2ZZNgQ3qUIRtO/ZJZSbhNtEDAIjC4ESHZIbNlpVCoVtLe34/vf/z7mzZsn5wsXLpTr3d3dcs40tVpN4volvr2dVvPhwM6Q2j+GQRDguuuuw+uvvy5azuOP/xza2tokntdXl419CduYYWtrK4rFolSNxyS93Hk9W+dmIgnLaweWlW3KelFGt9xyS1x++eWYNWuWyCtteLlzYMOQssud82S4817dSLDM1hwIsF3ZHpRLyid3tjHllYNzTkZkqPKraVR2GWY3PR/JNjaEN9si5tggYBAwCAwzAuwASHbZ8bPzIPnl5Fl2Jrw2ceJEdHR0CGHide4ki7ozjWp7h7noK/U41pOdH+ucr0/kYvknTJggHSpJUJb8rdRDmuQm7fxZH9aXbcVjkl0lC8RA25Wkgen0PiUJTVKdfouhdWK7sS6UXcpwqVSS+rJttT6sG+VW0/Ae3s/rDLlp2O/DTOSwIKByp+3Gh1Je2ZYclLIdSX7Z3irHlGvdG+/X82Ep/DIeMmYJb/ZHxcYzm0HAIGAQGGoEtHNvfA47CiV6fB+RADFknHYueg87D5IGXiN5ZCfEPftO07TNFrKMrCs3llmPWSd+7idJYr143iyd5EAxzJY3286MZxsqGVCCQMLA+vKcu2rING32udn8svHNcKz1Zrl5zHqwvJRRyjHrxnO2dxYLkiWVX9aDaXTLHmucCYceAW1LPonHbAeG3LNtqWQ3q+Xldcq4ps+Wtlnac8wSXjaK2QwCBgGDwHAj0Pjy57uIZICEIUt6eUyyQFJAcsCNaRhHDRqv8z7uzFPzbeZ3G8uqnSLrRXKkG005SAAZ31+nqemaMVTsG8um9VCyy/ZjnVUzxpA7ycLSCK/m0Zh3s5xn5Y04aF1ZJ5VNLSuvMZ51ZjtzZxrdVI6ZzmzDj0B/csz2ZXuo7FJO+Q5iG5LwMuQ5d6ZhWpVZhppnVk6Gv2bpE/veNiNVghF6rv6w+Hj+6MxmEDAIGARGAgG+i7SDYGfBc3YcJAb6nuJ1djSMI9HVXQmFpmP5edzMm3aILDs7SW6M46dSkl7Gj7Z3srZff9jzGuunu7Yj25L115DHvNZIGpq5LbVsWn+tq5IjlUuNz8ov21l35pPFLnuszzDh0CLANmrcGtuV8kk5ZvtmiS5lV+MZ6n3MT48ZjnS7jlnCm21YNpzZDAIGAYPASCLADoGdBTclCtpB8BpJLjsc1eySFPaXbiTrsLxnZ+vDY60v7yPZ5c5P4exQR9Om9VpambVtlRSwftxJAJXwKplgWk2vx0vLt5nitaysF/FgfVJc0gEcz3tNceIoXTWsTnq1Hooj8zJbcyCgbaGyq6HKLttVd7Y9r3NXecjWgnHaxtn44Toes4RXG4RAT548ebjwNs8xCBgEDAL9IqAdhHYoTKTHSiJIGKgVY6ehWlAec9eOaSQ7lH4rlonUMmoUO01urKdqeGmu0UeWNGXzh411Y4m1LRrbVvsfJQrEgXHZXe/RfDWvZkWC5WT5WU6VV4kTMw6ar5DcB4hCmjGkX1VjNcVhKICRBzf3F4pmxX8wyqWypnlxQRS6EeTGa9yduobXqX+NYFtTjhly13Sal55rniMZjlnCm3150ABbN20kPTehQcAgYBAYLgS0c9D3k56TSJDgKqFQ0styaVoeN/v7i+XOlpP14cY60H6XE9e082z2ukjBM/+y7ZCJ7j1kfVhfrbMea331XNs8W//l5d37kGE6YNm0TNljxpH00O8uV+EC2L4R4nRNOcB2uZwgbK66lgC22u9So9vkpjjDBO2IPuYDQw1qdbcqkAAAIABJREFU6lki4bw0q8ohitMvM1wshavrcZlsygDlNxvKbU2mqR/ThFdfPPoSHlFJMw83CBgEDAJ1BLTj4Kke831FckRSkSW8owk0Je2sE+ug72DWQSfBZDtOJVWjqY7LKqvWTduUaRnXGM/r3Jq9/lpOllVNURgKf0UCh3w3IZmV6iAmURYtcNr+PO7b0jrzXOr9AfbVl9IcDQ0CH+CnCSDGRUJoHb6M5B1kU9PL1QHrhJdaX5VhliwrFzxnezbGDU0Nlp3rmCW82ggMm6Ehlt1M5qpBwCCwuiKg759sp0AtmZ4z5K5xes5wtG0sM+vLXckv68BztWXlMTvP1XXT+vcXKmlQnBQbhs3e3tpmHJRxD6MgXV1PJiEGiJIYuTBGHFFuU5mmCKcKp6wsq/Y4G7e6SkMz1yttB9fLyW+Vw5Gcl0fN96XNaO4gLVlvJsqzbln51bhmCMc04e2vAZr9pdJfmU2cQcAgMPoRYIeh758sGWKcxmePWWONH221V2Kn5WY9SHhVg63XR2v9tF7ZsLF9eS3bztljvY9xo2XT8r/11lu47Oc/k9XUWHax06XdOZdYDmNYPG6UXUZkq5oYW96RbncSWrZUbKVfIajdHdfehjPPOB0TJ05C6AewXQcJ7XY5AbXuZ3mky72s5xvC24COvmD4otXjhiTm1CBgEDAIDBoC+p5Z1jtH02jIh49GMsgyc6e2mpvWhyHJLuMbTR0GDegmyUjr3F9xsm26rHT93TtScSxnFIZAEsHNFXDTzTfhZ5deNlLFMc8dYgS22nJLHHXUUfBrVbiJB4dcib/lJP0962B1iIuxUtkbwtsAm8585o94tLxwGqpgTg0CBoFRhECW5DQWW99D/aUZje8nrQfLnu0Ys+ckvaOxbo1tt6zzbP2ymGTv0fhsXLMds4zcOZM/DGK4SYxKtSqDFzfvIbEcJHF9cEZttUxSSwlS/Ut4s1XJlKeOAEksTU4s20GMGDZiRL6PSqWCarUiGvwcJ7VJQ1qwHSCqT1xTuRDZqHMpHo/0ZghvQwvoi0i1DHrekMycGgQMAgaBYUNgdXsPLa/zW93quyxBGe11lbYkmZGvoraYK8jCKLBw3vfOxy677o55izpkUmIUh6u1ffay2nm0XRN6Gsdoyxdx2y034fpf/4oUGEHgo1opo+aH4n2DVBiWDYcT2eoDIMpEapudmkM0i4wbwtsgheoXkg3ULI3UUERzahAwCBgERjUC+m7VcFRXZqwXvm57niR137rqagw2NtlsC2yz3fboqfmiLYyMl91RJS1JFGFSazsef/RRIbssvF/z0dPdDZ/+lBMgSui9wUaubuub5U7Z42aouCG8Da3Q2dkpMeZF3ACMOTUIGARGHIHR+l7KanQHWgem430DTT/ijbOCBdC6ZbFZwSyaJ7koeOljOUSihDdJUAtCdFdrKNd8hBFtt9OFRpqn4KYky0IgjiJ0OVXxvavpatUyerq7EERsbwexlZPfaM5K/fPSVEn3ZvvtGsKrrVgPZ8+eLUfaUPpSakhmTg0CBgGDwLAioO+kYX3oID1My95I7jS+8TEar2Hj9dXhfHWpm9h6ipsxWnqms/qlfTgxkV9K6WLOsuHmXViRJYtOyAynwWpEfnvPengYrHxXJR8OAOoeNlLnXX2ZpRbMLLK4olixsi+vrsu73leM5R7RSsW2uVSwg5gGutwsCz3lHvT09Ij3DTh5xI4Hx7ERueniODRl4O+88be+3AcOQwJDeBtAptNsbnwZGbLbAI45NQgYBEYMgWbsQFYWDH2/6v2NdWs813QmbA4Esu3D45A7bCTU4oqfXSp7Q/kMziVo49iHFZP3Woh4MFibuAYYrMwGMR9+3qerLi4BbrmILRLGBFYcwbFCxFGIiNrunAeaDdic2bc81j6QusroY5DYv6wXwgGMk3rhIDxsZz9Ed7mKxMnB9n14XgVxAIQe2znutd2lXOjOW5thgGcIb4OMUxWftquYbDdcNacGAYOAQcAgMNgIsGPUDlHDwX6GyW+IECCxob9dKoliEr36c5IYXF04iCJpWyexEVL7R4XvoBWFD+M+eDmuetGIB73YRuKfNoaDSFZOTuCR98YhHIdEMobP47r3CmqEl12LFanrsnMaaB2jOELCCWmyTHR6VxgGqNZ8WSI6HwSIghriMHUnqASXITc9b5bftCG8A215k84gYBAwCBgEDAIGgQYE6uRKSA7JXkp2mEioqF4WLV/DrYNyOjjkblCKIploeVJjht4zamjjCHEYpoM7KxSNN00GxPRjQAXQ3JaVeCBplnV/3zXmJLnVCSyvhGEkq63ZiYUg8BCEXImtbsZQ1/A2G9HVGhnCq0iY0CBgEDAIGAQMAgaBlUIgJTl1llvP4QPUSxjwSmU/qm5ast6pCYfFpeaSBK2lFuRy9GrroDuIUK0FsJt4RT1qZ7MaWnE5F7DMriw5rGYMXMMgamL7XQqQIbyj6mdkCmsQMAgYBAwCBoHBRSCrkcuSmxV6ipC2Pu3uCt27iolZ/pUud8OzByMvRYHabpozACS9MSwrwT//8SwWLJgLOB4mb7ARNpy6GWo1f5DKP/gjikZcwygE5zo5NjW7UbpTc52x2VV5aoB2xE9Tg9URL4YpgEHAIGAQMAgYBAwCw4WAkhKG3LjCHeew6IIBjOMxCU9jWl6T++qqTDkWwkMzBqV7ku2Q/2OZs6vzsSwsM+N007k5WjclcQz1GkPdGa+7XmdejGMe+oxsqM/jdcd26vikS2bzXvop9nIufnjRhfjCcZ/BF445Cn+89TYUPK8XX30m89X8GMcyME7yzizLna13em8fpeM9jON9K79pfftyYBmoyWXInfknMffm9c6gpe9DR2NMaBAwCBgEDAIGAYPAao0AyRA1dNwWLVqE3//+97JcLEkU40lmuPGYpIbpuWkoxw3TrITsrgq/kicM/J8SOiFddQ0jy8+y89M7N17jOdO6bvpRW+vNeL2WTcc4zZPHSj5JInmsGGVLyufxOp+RcMKek5Je3/fhOBZcEmqL09liQY1h3rXEYwMtZZmnYstj5qf1Y3lp6+u6ad30uVpHpmM5pb71AQfv4a511ntWKKxPtkutset3crnhTCbpcZ8bMq1DJknTHBrC2zRNYQpiEDAIGAQMAgaB4UGABIkEjXt3dzdOO+00HHLIIXjggQeEJJF0KenjsaZXItZfKYX8ZNlQf4kGMU79GijZI9li+Vhe7qwbN15XkstzXmPaLDnTemk6hpqvhpVKRfJTIsmVWXmN+SlWPOfELoaWYyPveYj5yZ+DC2JOEs7BA5+fROLJQnwVy4SwUO7jvdxpOsAysh48p7JWSW72eTxmOpaL2lamZ5lYPqbn9ZXe+rEv1mczTzmWzIex4VeyMobwriRw5jaDgEHAIGAQMAiMRgRInriRGJGwFItF2e+77z7st99+OPXUU/Hmm28K8aWGsJHoLY1ArQKtWmEYWYYgDIQIklQWCgVZAEHInm0LWWQ9SfpaWlqQE81rIgRQyCMnMbmuEEWmYR5CdpMEpVIRbW1tco3PUdI4aeJE2HafiUeqvU2Jted5KTGNIjiug3whDzfnolItg2vwkoCSsdJZA0Pma5MAUzubkOBGkkaJ6rj2dhQLBSHKJMtc3IEby8q6KKlV7Wsu54Jl8PKelDtLllcY3OXcoO3MOsixRiznvpG+bAjvSLeAeb5BwCBgEDAIGASGEQGSJWoESdgYkhyR7Gn8VVddhV133RXnn3++mDuQEPOaEj/eM5IbiRa1oq1t7SiUSnhz+tt46uln0N1TFlMCPwjheXm0trVhUUcHHn/iScycMwellhbZqfCkiQHrP2/+fMyaPRsLOjpQLLUgXyzhmWefwzPPPYdiqQTbcdHW3o6eSgUPPPww5s6bj3Hjxosdq6wwFkWYM2cu5sydi/kLFkp5yP+eevppzJozG+MmTOTIQoi5I7ClZiTET8wb6iYXcZzAy5Mke5g1ew4eeuQRLFi0CK3t7eILN4oTzJ03T54xa85cdCxeLBpf23bFTRjvYV3mzZ0nbUkyr9rgoWgvtoFsEo4Oxmu8NIzkr9Y82yBgEDAIjGEEtNNk56zH7KSpqTLb0CGgWBN3bqrpVM0vz+fNm4cLLrhAbHvPPfdcHHPMMcjn872aU5IopiMRthM79bk7WEW2uGgDP/9Tg2ghtnLwkROKmLMi5BIfHnzcdvlPcOuNt2H+vE5UaiGmTJ2KX193DcZPHI+ujjn4yX/9FA/8/V4s7pyPUrGAnXbcCf/xjXMwaepUVB0LM+cuwDdOOxWL330D2265Fc793ndx9jfPxeuvvcrlIrDz9h/C//vxxfjNnQ/ixl9dgcXzZqFtXBtO/crX8NmTTkO3nyDye3DuWWfi/ddfxoZT1sHXzjkHF130E7z22usoljyceMJn8ZWzz8GcWoyo2IYQ+V6UanYRVXiwLR+tuQTz3/kXLvnhD/DEY4/LamalvIsDDz0E537rbOSLk3DzLbfi+mt+Ccvz0LbmBPziyiuwxSab4rzvXoC//+kOIdUHHXsyvnHuefCrVTlnG7FdB5P06nBH5WhJq97e6jXdgSG8TdckpkAGAYOAQWBsIUDSRA2jaqQYsoNmhzqYHfXYQvWDte0jKOlkNE1BvJXsMk7xZ7u88MILOPbYY0GtL4nvXnvtJbfVarVUO+wHEMNUzWwQQlmpjKyK7c+A5he0ebUdOEiQh4Nvf+0ruP2G65Z4Ws+iiWKaYCUhzv73L+Hxu+7pvd69CPjzH2/Hy6+8gmt+/0eU1l4Pnuti4bw5WDR7Jl4qd+Pznz0WM95/D7BycO0Ed/39Psw67rN48eX3gagMz85hVncHLvrOudh62+3w4Y/uBgRVzJ89G/NmzkB14Wx88dRTsHDhYhofoLI4wCU/vBiT15qMo0/9DyzuqbEmvWVKLXot5HMOZs98G2ccfxze+tfL6fVcET1BDTf8+gq4fhcuvuwafGzvvXDZT36AqNaNef8/e9cBbldRrf9dzzn33JZKOglJgBBICAkJAQIIhKIgoFSRLqjAE0SxPBREkedDUAR9IAKGJuijPjpKlyKJ9BAILZDec8tpu77vX/vMvSc3BdLPvZlJzt19yj8ze/5Ze81an36Ed19/DX0a6vH4/92PJfPnwTBt7H/A/m3SeKesprGp+9AWFvi34flZO+3If9ad+rpGQCOgEdAIaAQ2IgJqICbBqq+vF4khpbuUSlGXUW25r38bjgHxVD9Ka/kjrg0NDXK+smpJjkmCqRvL+/7+979j8uTJOO+88zBnzhw5x+vUPeVkRRHTyjjWf5+01kYMmhYzRQcWYQAEJWRdF/fceYeQXStlA7aFfScfjhPP+C6OPflUdOveE7dNuVXIrmk7GDhoOC6+8jcYvMMI2E4KH818F3fefAuylg0zCJBNp0Q9YmlzCxYtXYEDjzgB/YcOF73atGPh7bdmovfgoTjw6JPhZDKocy0E+VY8/9Q/wOtUB8nW1oqObSkAmlvzmPzlY9BjwLawXUpzDdzxlztFNYQTiFXMtkWBxHPlL3+RkF3TxClnfRPX3fgnNPbtJ9YZ/nb3fXjuXy9jzB7jcfARRwis7DvPPP53vPXqG1i6aLFMPiZ/6TDsMXEicrmc6PpWqqmsf110nSe1hLfr1KUuiUZAI6AR6FQIcNDmj6Th7LPPbpPmasnupq1GYi4k1TCEGJEgNTVRKpmsuq9MXUl7SXq5f8011+C+++7D+eefL5YduLirOddS+chG2Kc9LDNZ4IUINqX9och9kW9ajjtuugEWvwp4AU444yz84vKrkc5m0JwroqW1CY/c/4C0pTgMcO555+LMC74Dy7JxyXe/A8Nw8PD9/4dzL/g+0rTiEAVAHCEwDJx1+pm48vdX4b+v/AN+eeG5MBwTTjqFy666Goccuj9OO/JwPPP4QxL3vI8/FDfBpgF4ogMdIzIiHHHUV3Hz3/6KG264DRedfTpcxxQViRkz3sXESXuvJEnnhKEu6+BfL0zF1JdfFMns4KFDcO6552DEzrvg7Tdfxx+uuhKFfIjX35mOCV/YF18+6ig88X/3IijmMOO1N3B3yUcc+rAzNfjK144X8s54/fKCPVXPG6FSOn0UmvB2+irUBdAIaAQ0Ap0HAZItFYrFoqgtkPD+6U9/Uqf1dgsgQOkjQ6XaA/dJcikFZr3xmBJ4Sni/973v4frrr8cdd9yB3caNxbLm5SvZZ13/IlAGasmCLnono36w2JSIItBywbQX/oW5n8yCEUXINnbDkcd8DaHt4IPZi9G9Wz3mzZuPeXPnihpEtr4RQ4YOxafNBey6+wTYbg1Cz8eKxUsw/5NP4DbUSjqy7sqIMWyXUViSi9Bv4CDAdITIpmtTGLr9DogQof+2gxFGVK+I0ZprRanQCtsyEtNiZXxGjx2HRUtLmLjnXug3cCAWzP0U+dYWLF64kGvXVgr0TmabwJxPPsKy+bPlWreGBkRBiH/96xV044I3cIFhjA9mzcKi5S2YtM8+GLPrWEx9+Tl8+vEszProI3lu1IQJmLjvvmJizrEdsQXM+hKpslpgtlLqW9+BJrwd6lx1ep7mLInHlS/oDrfrQ42ARkAjoBH4nAgoySLfrTSvdPDBB+P555+Xdy2PGSoJ1+eMVt+2jgiwHiqJEPc5+egY1HjI+uKPxJeTE9ZR//79ZSHbgAED5Bx1bDf6Wv22CGOEUSDS0gVz5yLX2iSasIP6D8KAAQNR8H04tRmYro3FCxZixeLlQhRtx0KmPgs7nUZsOcg2dkfzogXI5Zoxf+4cDO85MrGPy4LHgEdbuTZNtZk0loswBqIwhu+HiEk8zYQyRbEYXqApXSH5JOR0NmFYBopeAD8CuvfoIVYe+CwDLUGUrcG1wcx6YByzPvxAztGc2RtvvIHJBxwAmC58Ws5IpRCVCqIqQYJM82mnnHYaXp/6EsKgBKptMBfHn3ACUjVZ5FaUYNHBRZmAc6tDgoAmvB1aAjs1g+roHS7rQ42ARkAjoBFYTwQUmSVxYrjgggtkERTNQ+l37nqCuh6PsR441hFz/hYuXIhvfvObYplBESUVLa+re5W097TTTsOPfvQjDB06lEwPLYXcRhQMVWgDG0rj1RB3vSR8cQV/Y35SriNmubwwWdxGG7WJQ4rE2xnppl/wYBmmqEHEiGDZJgJagZDyt7sgbotbspAsmCMO1Hsms40qKH0chTAME8yT2NYlwQxjWJxMGIDtOKKKoXDktiP3JNaeR42KhBSblgnf89Hc1AwYNsi4rWwGKBVg27TmYAnx77VNT8kPabhCqCaTReQnpuXkXHmyoPpcZT621n1NeDvUvJoNsSNxnx1CB42ARkAjoBHYcASUlJB6hSpMmDBB7ertFkKA+rtC6oSUJaoLKiscB1lv/NFCAy01cPEaA6XC/Hwu42R7lapHN2AbAYbITcsSf1PWrvlhgGx9XeKlDDFaly/H8sWL0bhtPYwoFtfIaddFbbYGTaUWlIoeSkGAjGkjKBSQa24WUa7j2mjs1QOlMEi8npVzqgTKRoVtWZJHmkhbNXBhHUMFQQfguhaiwEOuWECp5LU91qtXr7Z9tUNMua6tZ8/ecopkd8Quu+CHP/kZFjflYLt0PBEBfh5Ddx6H2AtguCZuvWWKON0wZD0fXSjHuO3Pt+KAyYcK6+9IrFV6W/tWE94OLUARXp7mPn96htQBJH2oEdAIaATWEQH1PuUncZIrkl5KeivJ7zpGqW9fTwQ4pvGn6qBZiGASmRrvVN2QlA0ePBgXX3wxTjzxRNHhzefzQnKpz0tCRsJL8lchfF3PnJUfI9kVkhmD4lNKZWmNoRT4GLDttujRpy+WL5yPhYvm4YlHH8J/XHIx5i3PI2U5GDxwEPr36Yvm5YuQb1qBT+fMxkF1Fp6bOxel/AoYhoVsYx36DR6AplwBUVkenJBXRWG5TSS8JL/y61A+qjjw1xbKerJzZn+KIX3q8Nf7XsDsubPLPMJE7222SfBJkkge49q8COjTfwAsO4Uw9JBryWP02PEYOGQAljWHqMlYMPwIi5e2wrUcvPXWa3j2macl3h122UEW7r0/4wO88sLzeOGZ57HnwYdiRXNrm2e2tvzpHWjC26ER0Kc4XwLqhaw6f4fb9KFGQCOgEdAIrAMC6l1KIkXyq76ecasFC+sA5Abe2hFr6k6rOmHU3CfJ5ThIc2XnnHMO/uM//gN9+vQRkkypLoku4+E9JsWMlSRuA/PHx0VFgJEK8aX1A5oog6guDNt+B+y06xg8/+g8MVF27VVXYF4+j8E7jUa3mlocf/BB2HXUaLzzzuti0mvKn/6EXt0GYMpNN8K0HEShj30POACNPXtiWfMsWCbdC5sJfTWisoArlnKZMdUWEt3khMyvbBc64bgmQAxEn9fA/ffci8EjdsO9//s3eIWiLFQbMmw4tttuOxSKAai2wDgJmmVayOV8jNltN/Qfsh0+fX8G5s6dg1NPORXfOOd8dOvZG3NnfwSaZDvsi18VtYwH77sPrcuXCcpnfutbePmFl/DBux+IPeB77rwLe0w+OMkLyXSc6MQn6W2EiunkUWzVhFc1ArVYgnW5YMGCtllvJ69bnX2NgEZAI1BVCCiSy0yRWDGQCCsyXFWZ7aKZUVhzyzqoPGb9UJ2P4eSTTxZLDKNGjZJjnud12uUlIeb4yWOSXsax8of9DQMvoZgmQkpQywvDTKZBE3aGhW9e+FNMe+Ut5JZ+CngB7rjqCiGQkw48HEfsMwmnnX0OHnvyH1i2eC6mv/QvnHHc4WKdgVq4db0H49SzzkdcAFKhhdjzxOYuc2zGBmqNCBYCsQwRmSnYVgqpOI8UdZ4NLmhL2L0fxTCocxuF1AoW0m86ljiA+Mk5pyfyYLsGUZDDsWeciT7bNCBXWILYJKkmWgZSUQFRKUC2tg/O+97FuPDsbyD0injjn0/i/H8+iWxNHZrzLRg+bGcctP++mN/UhPv/eid7D1K1Ddh9/AGwzAb87+13yyK3xx99EF97/VXsMnoMCvm8CO6YW1VfK9VKm8LySme79EGFPL5Ll3OVwqlGywtcMKFC5XlFiNU1vdUIaAQ0AhqBjYMA37WV79uNE6uO5fMgoLAnWeU4x2N6TiMx2n333fHEE0/glltuAcku7+F5JQXmveoZprU5xkmSNpJr5oPqFDuN3Bl/uPNOjBw3HjXZOsCuEasMvgksK+YwaMcdcPUfb8CYCXuJhYaQurLZWowYOxE33XkXhgzbHgXPh2FZcFIZOG4adrpGrDAEkShQwElnYaXScFNpUW6gKq1lObC4GM1xYWdrRB/BNg2xikACSyy+cMAB6D9wWyGltbUZnPX9i/D1k0/FiuYmWLaNVDoDi+m5GZEsWykXK/IFfPmYo3H5tb/HoO2GI52uAV15NOdzSKezcBvq5Pj+++9Hc9NSycNe+30Bvfv1x56T9kWfIduL1N2MA9x7z72gtQdZuGboBfiV/WGrlfBWdlj90q1sEnpfI6AR0AhoBLo6AhwDlYSXqnzDhw/HCSecICoMVOkrFGgZIPHMtlYsEoHnWm/Z0ItqjGae+UWWeuC7jRmDKX+9G+/OmIGP58xFKpvFdsOHw8zWYIVXxJi998RNu/0NU1/5F5YuXIQ+ffph1/F7CJHNlctWU9eAy678DYJSDr7nYeiOI7FsebNISK/7y18Sqa1loaauHi2tORx5/AnYfe+9QQl0fbeeIlW2jQhm5EsRA8/HoYd9GZd94SA8+ezzGDt2LAYO3hYe9ZztFIIQ4vCi9cxvyiK7wQMHYnlrC5yGNBa1rMCXjz8G+03eDzPeflNsHTupNAYMGoKBQ7ZDKluHiXtNwui77kUYBujfrz9KfoB0bS2uvu56kehGXGxf14BcayvSdBQSJl7wOFlQGG5oXXTm57dawstKUw1gm2226cx1qPOuEdAIaAQ0AhqBz42AUkXgA9wfOHAgHn30UXTr1k0kuorsKrWTzx3xJrpRCai4VSoUlPSmMrXYjSSQZsBSKeTyRbEcQRNeOT8ACeOkAw9BjWmKTdvWgid2cmm7llJf00lht90nAPRUZlvI+6E4m6ht6IY99963bSFesVRCa6GEbbcbhmHbjxBvZp4fIPCKIOF1xYR0LOeXNbVi4PAdcdzAYSgUWsS2r+XYQBwiNkyM3nU3mNSTDkIYYYRWGChFgUhlW0slIJPBXgdOFv3byLRQ9EJ4YYyCX8K43fcQss+JiEjkKXYGMGrMWLk/lXJRiEKUPF/KQbwUdpuoajpVtFs14VU11aMHvZnooBHQCGgENAIaga6PAIU9igyRQGYyGdTU1AiZIsmlnm61BUXcFAnnNqQN4NYSXZ/Ba6HOqguHktTAh2264hWNJLcQ+gho09ZNJWbITEvUGWgioSmXh23EiAoRDCcFw3IQxDH8kp/ovnJSwIWWJJl+iIIficTWtUy4VLOgYwmuryvrNFupGjQVAqxoakHajkWy6weB5C0MIxSKlAYH4qjCpIKybUHUImwHXimPlONg6YoWRNSxtRz5xYaFtJVCU2teTLKh5MuW7pJZlznPRxzFyHs+aJtX9J7LZJf5oiqIDth6rTSwEajADq9C5Xl1Tm81AhoBjYBGQCPQlRBQYx0lvAwkRZQcVnOolEwz/2ZklheSAS4sxJR4hhEckkVaKIgMMRxGKw9kO2FsQLyk0VFwefEZSSUdShimWNwVM2vU0hB8uEgNjJJ/5azo85JYR1GQeF4zqWKRLNwLgwBFPwAsGyGfNWP4IRf4mQiDxAKEYRqJq2Q6rWCsYQQrpJnhWEgtPbs5ZkoktmFsUjAs+rgBLUaU/8VlD21BWcJLhhtbiVkGYqS+XnOr9qu5XjdX3qq7dW8mFCobROX+ZkpeJ6MR0AhoBDQCGoEtioAiwFs0E5+ROMfnynySzorlMiOxpqs4rEQjJnwTawhRYucscf/L6P6LAAAgAElEQVQri/RUQrQuIcu7Equ7jIBkUl1ezVas7xoRPMZjWvBCA5n67qitaxDzZI6boTGIxKubQZKqzKyVSXQigBWPcREXlcWAVc4rKTX9xDG/LJsVMw2h3GILmESXRwzMakdDC7Gp/QaU4VntRhPe1cKiT2oENAIaAY2ARkAjsCEIKHK2IXGs7dk4plJAYhKN962eqJqISDzLRDORl/LuhOxWPlXmxWtOkl+G41BMh6UydWjNl5BJZ/GTX/4aUSknOejVZwAKuTxSro2I7ofL+VLEV5HUSmwqiXpynneT3Cf5TnIrp9rKqOJRme14rM5vnu3qkd88aX/+VDTh/fxY6Ts1AhoBjYBGQCOgEVgNAiRqQnsqmJyiQQmha2Ocq3l6/U5RQipptCWsEi+nXHa+kMSu0m/3jyZUWTy5JffT1u/aAi87lKJGAaIwgGm78GITQ0eOhhN5MGO6YDaQK5XAhXEqkJRTUMtUGAfzrQLzEHXw3ZFcTgh5m0xXyD2lz0oirWLYhNu1w1GR8Oe+seKZzb+rCe/mx1ynqBHQCGgENAIagS6FQBsRayNzZaoW00GFJZ/oReJpJvq1G6PwkamktElsKumEfpVpo6gHKGackE66CmagigBD218VgZxd/Z8ojmCXXSnzQVpeaG4tIG2R1PpURBCTYKUwWVgm91D8yriZrDzTlqiQXZUDlaIgVybIiRZxcoUSaJVnxqOyu350Uz2tUl3NVtJICDavUp1ELX9iHiUGUbNQhWu3frWa2Lb4KU14t3gV6AxoBDQCGgGNgEagkyJAYwJxDJuWAIwYgeic0rSBixguTDONoteMTG0G8OmKeFXd0/UteeKrj0+37/FoVSq3so8t9fm/433q/NrywyXuITJyi0NCSLNkbuL6OIYDuU4GarqyYI43xhbtMqwcmHbH9Fe6o3yxjcx2mCdUPlu5v/ZIK1JY6aGK8xW7dLhsRlxRl+Br0LMenZAghAMu2jMQmimEhtv2VKWOddvJKtnRhLdKKkJnQyOgEdAIaAQ0Ap0bgYqVVFQVCH3EQQkOrRUU8kJ2SchEV/ZzEK6qw6IsoZV8lfcpLGZRRPKprqttxwKs6XzH+7b0sZIkhwEQmwBJLy15hKE4/hBSW5b+GnEkkutE+pvY/d3S2V9T+prwrgkZfV4joBHQCGgENAIagc9EgJJR+dQueqbl2+MQGcdEfcaGFTvtS8Q6I9H9TAS65g202FqXzcCx2iXkYqHNMGEYNkxh+SLmXsl6RrWioQlvtdaMzpdGQCOgEdAIaAQ6AwKiC1AmPuX8mkaE227+E55+4lGElBhysVaceHaTg85Qrq08jzQDl85k8dpr0xIRdhyLTWI64pCfacIyqaNtCPmtZnUGVqUmvFt5g9bF1whoBDQCGgGNwIYhQLGtKc4clCMneg978tGHNyxa/XTVIECLFFHgwXUccVBCBxfU6SXZpQA4UXNYVaWhmkiwJrxV05x0RjQCGgGNgEZAI1D9CJDE8KccQXDfMm04loNhQ4fCtpNFTiRD9DKmtBi4yInPlI0kVH9Bt/Ycsu5MG2HEJXchUqkUGrt1g2Wn4Di2EF/bMsEfyW+iy5zUtmojalsNUGrCWw21oPOgEdAIaAQ0AhqBTogACaxyT9za2oqvfe1EbL/99li+bCk8z0M+X0ChkEehUECxWITnleD7AYIg+dGlsQqMi4EkSYfNj8Cq+NPTmynElq6Yuzc2YEC/frAsE+l0Bq6Tgl0h8WU7EMlveULEEjDOaqlPTXg3f5vSKWoENAIaAY2ARqDLIEBSk06n0dLSAhLYsWPHIZfLIZ/nL49ca7LNF/JCekulEgLfF9JLM1dt9mnLhFcRry4DUCcpiDhVFusLnHDEIrWl3WHXTcyOZTIZ0cNOZzJIZTJwUy5SjgPXprS3XdVBTYCqrdia8FZbjej8aAQ0AhoBjYBGoBMhQAleGIRCeinFJaENQ0pu6TbBTOy4mhZs+RQO8BI/ldtODOr8kuCKe4NEwCv7Wsa7eRtAu8U0Ybwg+aWg3UAgUlsSWst2kKJk13VA8ptJZ5BKuaLeYHEh22okvNUi3SWamvB2aFPVOjPpkE19qBHQCGgENAIagS2OAAmNaZiIjVi2HEMdx0EqRSJLywzJJ20SIi/lI+WVkCqlEQaBXKP3tXadXq3fu6UrVCYabSolMVw7RhTFMC1OUFxRYWD9UqKfdlNIu2k4rit62x1JL8uiVRq2dI2uJX3qIHF2ShF+NVXUWrKsL2kENAIaAY2ARmCzIqDUDkSCx1X6cSLlJelhICmi9DaKbMSRAzoo4Gp+xzaRch1RZ6D6QxJPu3xxsxZCJ7YWBJI64WRELDFQbcGywPpl3ZIjcREbya5ju3LMazIBqpD0MoFq4VJawtuhuhcsWCAdkaerSRTfIZv6UCOgEdAIaAQ0AlWFAKW7JDcksrZtCyFSBEiIUuAKCSYRTsiwIrxVVQydmQ4IsA5Zf/yxjlm3JL2K+HLL8+pXyZ24X3ncIerNeqgJbwe42QlZqQzVMivpkEV9qBHQCGgENAIagapBQJEabtX4qTKnzpEU0TIDx9VKsstjPdYqtKpvq+pG1aMitaxP1jXJb+WP11V7qCwNzzEwvi0VNOHtgDwrS1UIZ6k81kEjoBHQCGgENAIagTUjQEJTOX6qO3mOhIhkV0l2Ocaqn7pPb6sPgUqSquqXWxJd/ir3FemtLIV6Xm0rr22JfU14V4O6IrwdZ6qruVWf0ghoBDQCGgGNwFaPgCI1aqsAUcSW46nS2VVbdY/edg4EWLf8cRKjCK865jlV9+o+lkqd477iVluqtJrwdkCeM1BWnA4aAY2ARkAjoBHQCKyKwJqIiyI3lWOoIry8pp5T57hVz6yaij5TbQioulL1yy1/PF95Te2rrar3LV0eTXg71ICqoA6n9aFGQCOgEdAIaAQ0AmtAgGOnIjbcV0RIkVseq+uMQp3XY+4aAK3C05V1xX31Y1Yrr1Vh1iVLmvB2qJnKDtnhkj7UCGgENAIaAY2ARmANCCjSw3G0kgypcVWRXD6uzq0hKn26yhBQdctsqf3KOu6YXXVPx/Nb8lgT3i2Jvk5bI6AR0AhoBDQCnRwBRW4UiVXHqljqWBFedczr6hl1r95WFwKsH9ZXZZ2tLocdJfiru2dLn9OEd0vXgE5fI6AR0AhoBDQCnRiBSlK0NgJbSZwUgVrb/Z0Yki6ZddYZ66tjnam6VNertfCa8FZrzeh8bTQEVGfcaBHqiKoGgY4v3qrJ2CbIiG7HmwDUrTjKjd131jW+db1/K66qqim6qrPVvYvUtarJ7GoyognvakDRp7oWAp2hI3YtxHVpNgUCuh1vClR1nBoBjcDWgoC2v7W11LQup0ZAI6AR0AhoBDQCGoGtFAEt4d1KK14XWyOgEdAIaAQ0AlsagdV9Ht/SedLptyPQlb4sbdWEV1Wk7nDtjbsz7rEeWYfc8sfVoioo99DcVtazqnt1n95WLwKqbplD1q1yDqPqs2NdqvO8v/LZai2hyiPLofYry6DKp7bVWg6dr+pAgO1EeTXje48uXyvff6qdqbamcl3Z5tS5zbHV7XpzoKzTIAJbLeHloKk6uO5wnbMzqBd3JcFlvarzlfVb+XLndV3nnafOK+suCAIZzFnPajCvLImq847nqrm+FRlR7Vi1T25ZHnVdlUldV8d6qxGoRIDtQ41vbFOe58llkmAVKvuUOqfamzpWfYnnddAIdAUEtlrCy86sBpjKF0FXqNStqQzqJc0XPAPJgQrcZ92SJLGuecz71T3qha7u19vqREDVE+uN0ioG1iP31WDMe9R9qk2o+6qzVO25Yn7ZPrlV7VgRFkXwVZvlU6odV5azPTa9tzUjwDbBwPbENqSku2qs4zXVTyq3an9rxk6XvesjsNUSXvVC4LZnz57yEtADSOdq8OolTQIg+waQSqVWKYTjOHKO9VtJFla5UZ+oGgQq+yLrlvXGvloqleD7PiySXd+Xeud1XlNbFkIN/NIuqqZUq88I887yMXCfQRF713XlWP3p2IZVOdV1vd26EWB7YBsi2eW7kMecNAVhAKHCFYSYwoDKPtMZ+srWXbu69BuKwFZLePkiUINFfX29dPzKcxsKrH5+0yPAF7QisHzJs/7mzpuLu+++GwsXLkxe+FGMQrEgkl5V38xZ8hylHZs+nzqFdUeAdSVVU64g1vW4ceMwefJkGcwVAWa9q7rnAM7zvFcN3hJPtVeyAURh8jWCSJHQP/LII5g2bZq0aZJfnlNBEReWrbJNq+t6u/UiwPbAfqDaBidMkyZNwu7jdkcYFmFaFkzTgG07co/qO6ofqX6z9SKoS96VEdhqCS8rVXVubjlQMrDj69BJECApig2w5gK+6E0TP/nJTzBlypROUgCdzXVBgMTvsUcfxuhdd0OxWAIl965LtYZEN5H9uLL/qv7NwV/tr0t6m+teIzJgGiYCquAYBl586UUcddRRmyt5nU4XR6B37174+9NPoXuPHkAYIuOkgDiEZSfqD+wbiiATCtVXeE4HjUBXQkCzuw4kV3V+VrLq+F2pwrtUWWII4QUMUIO35HuYO2eOkJ4ad1XVhi5V9q2sMKmUK59m58+fD9/3hPCWSslWPtnys20QtEn8O9VgHfFdY8qkjYR97ty54Iu5hsREB43A+iJgUJJrw/NKWLBoAYp+CfliAew3pUKiGsQ+Q/UH/hTp7VR9Z32x0c9tlQhs1RJeVeOVHZwvgObmZjQ0NMjgWSkxUvfrbXUgQPkDv1bLF+s4FCJkWIk+pOGk8Mf/uQF2XRYlL4CVfCCvjozrXKwdAUqcYMBEjEzaxZ2334LHHnyA8xoUSx5aWloRBByguQgx0c9Wetrsr5yodrbJqryD4uQrE/WTTdtGMfRx7PEn4rivn4R5y5bCNfTreu0NZyu/aiS667EVw4GJ//ntb/D6tFdgmRa8YhGF1lYYMFCKIriWjdhqn1CRGJP0Kr3erRxJXfwuioB+g3aoWBLepUuXYuDAgR2u6MNqQ4A6njFCxFRqMGJQLBaJggNgOSlM3P8A1G7TC0UvhmWkECfLNqqtGDo/HRAwOYmJAgS+h56NWUydOg3R/ffBMA3kcnm0tLSINCqKSHrT8jQJLsmu0u1V0qpOQX4NEl2S98TSSBD5YNmiKMaQ7UfggC8djNnLWuCY2fLsrgNg+lAjoBCIIxiWh6xl4m9/uROR6HlHaG1uQnPzCjg0TeZ5iN0a2ScBZr9RQh/VbxhdZ5s0Kgj0ViOwJgQ04a1ARg2OKy0QqXL9v4rsb327JLlRhDDyESBCGHJhT1nvzHKwpKkFxUwNSl4MGxXXtj6kOk+JKd2NIiF8jihcGWgtJHZEY8NEsVhErrVFFt7EUWJLm/2Wkin1qxy0O0fBI5m4QSZvMSJKesn6oxitJR8Lm0tY2pyHa4qQu3MUSedyiyEQRDnUmAaCZP4kpLdQKqBUyCOyHdhhDNcg8XVglieKJL3q6wj7jya7W6z6dMKbEAFNeCvA7ThQUlrETz06VAcCfAmzjtpCeZen5PN2lOii8XroeUhn60BlBssGHN7T9qDeqV4EKKk3EcBBxAmMacEw1aI0C4VCEfl8Xggv6Z/FAdy2RX+XW/bZSilvtQ3cKj+rtmMunOU3iBBRWdLLOnKo3uCmEJk2HCv5plG9dadzVg0IhGYatmMiLC/EZqvJt+bQ2tqCtJsGNRksg+3JFpLLiWKlOgOJrw4aga6IgGZzHWq1ciBSg1OHW/ThFkSgkvRSzzOOqbNpwYwp7VtZAhbQXissIPKB2Nefg7dgvX3+pDktMSnclIVbrFRKchnYN2lirlgsyEBNvV2/vFiNA7Yiu5V9mPvV3o9j0VZOPk6Q8hr8DE0AOHGTcnGyRgXNRNItF/QfjcAqCLDN0GqNhUjalBj2k35RzOel3yAyYMOBZYdAh0We7CuVfYfRV75vV0lOn9AIdDIENOHtZBWms1uJABc30eYkdTkNGFEsP3UHP9fxX/KfepLJAKCu6221IhDBjMs/oXpl2XwUiptUmiSzLRMl14WT8hPD+uXV5iS9auDuDGSXNUBVDQrjSGrZQo0whhlTwYEtlov3km1ii6Ra60znqxoQkHUKhlluSUm/YT8oFPPI54uIQkvWM9huCLdsnUFNFivJbuV+NZRL50EjsDEQ0IR3Y6Co49hCCIg8TCQatMdL1UdKxxiE7MSARTVfXiMx3gS57DgwVLs0cRNAsAmiNERin8ipQpFZSSIxQKl9ySshLjtj4LEyR6bIrtpugoxtsijV1wqZlHHiplIS03sQAkxJ8NYYVB/Tfeuzaz95xxkw+DIsvwu51MHzPBQ9DzBTcMMYmTCGH6zad5iCvDur3VnLZ0Oh79AIrIKAJryrQKJPdBYEhCSQGUQktPwUnHzIY/5JfK2ylJCSstDYmISXw0pCSRLPRQkR4WIjSkvKH6CTz9BrBLOSfrfRmzXevfEvqPQr024vV7vGc+X1jZ+L1cXIFC34CemVOizn1aSbVA++54lRjsCPZIHX6giuIkmri7/azrF0QnFjqi1EVNShIg4CKnfEkUza2J7ZhqszVLab9hyWa62dvJcvJdNU1nLlHSvHIVe5bi+KxY00H6V7XH61WZ9Qmdr6PN+pnuEXr5UmR7F46iPBtYIQfmggiAxEZQmv6j/sM6rfqC3LrScanar2dWbXgoAmvGsBR1/aPAioF65aJcxU+cJVL1puSSS5uGKlFzFCIUUcBIPYRBjbCBQpMAOEBrXZGMRA5SoDb2XpONyKRLG8uI3cA5QM89GKJ+WToekIuXaMEKWWJSiWCpKGnUojlW2EF5vwIwM1RiBPqmFddFPL+YkNppYM3oZQG0Wh2+/mrZVpJyUpa+cl4mxJN4otRNR1lU+ZgMnv45LvyhJWloeXLTgmF3t5sNUiFSPRGRWbnKIBQku4gSwIXF1ekvxU5jcpjzpDyVJSxEQvlfvM/WcGAwhMG1ZkgvLdWCISMMRUGR1PcCFbwAlGsLLuLttHZRtZXVpsT591z+qeW9s5lS7jZjtmm1btl8+pNlzZxlV8ZuyLhzXWdhhZCGEhKDO02AylDYpyjgJWPbgZttL+k2qVSYa0SKoPtdUtL9owwUlIgJjYSr6S/mtZbGP0IMfP7EDox4BtweNdZrJoyuB1kUbGiI2Iy/ZAuypWEKBb2kCueZG072xtNxQDEv+y8W2ZDK3cR9ogMthTE9rHcwHtM1dIy9vzz+e7VrAiW/BUKjB8zwSBgcAzEInubg5RwIVqddIPVF9Q266Fhi6NRqAdgc8x+rTfrPc0AhsbAUUQhGSFYZs+Js/zBazIMMkuQzuJIAXggEZiQZJDMsUFG2p0jtrIaqIZufac8ykZEMscTe1Tl7IcY5J+2W4lP6V3q6vFn2+4Dl89+AB85aAv4Jorfw3LSFwc03OWLLiqGE6FLDOvQkbLo2+HbKlBmduOaSfDtyIUJB2MSOWO5JQTggQXlX8pVznnKik5VyYNySQikoVhfrEo5DcKEwcIBu1ztn1eV+moWNq3a75SNo9cxpB5+lxB6tJEZJhlAtX+YOJsgmoqCaFh+1BtZF0G7PZ29Lly9Jk3MT41IaMVCapZqPyoPK6O7DLipNUSc1qUNqTcqh2T7CelXxvKn5m9Db5B1Z20nco+kjRmaXfyxaXcWxLiS9NYyad1Ph96AWz2D9rKFtNrQEjLFNIVqMaSZFP6fgTUZ9N49603cPLRR+LU447Gh++/B9ehjKYdC/YBaet8tr2ZSL9I7kpOJuiW418p/5WxbTBMVRGBaPBKn0vKzr9U6xI9cdFxD4BIphxtbZQZ79gnOh5XReF0JjQCG4CAJrwbAJ5+dMMQUIRgzpw5mDVrFrjqXhFbxqxIhCI0K6fG13jlkJYctQ+F6iqfSl78Kz+/6hGlj5Qe8UeJadRBuqueCAMfjkWzPyGWLl2GxfPnY8mCBViyeDEc20LolRgTPNOAZ5nwLG4N+BYlTVSviBCJ5I4SMX64LgfJJglt+49XkjIxPzZCw5FfYDjgLzmmhJc0whIpL8lGkncWnROHhCS3cWNGagJ5P4/IjBAghJ220GOb7jAcwIs9BPDhx75IV5P8qHwkeVU4Kwm0uqe9VhIuzuOExDFP6/K64ZMCSBkctWHKyTXVftQVbnlucw/UTI86kjNmzJD2W1NTIyRc5Uu16dXlV92jtiyd0kNX57bklmTSpFng8gSsfYLVVguIjVDULXwzhcBw235ebIlZQNNJwbBsNHbvgXTGBeKAQl5EIScFAQW94jBGzd9C+cpiIDZN3PaXO/H2m2/h7Vdfxe+vuRbZ+qx87THNsr3msp7q6jEqTwKRSJdXf0+5HJVzxzXd2EnOS69RHbScZ7a99h/LzAIn/av9/Mr97fO0104Cic6mRkAQWJcRSEOmEdioCJDIMrzyyivYZ5998Nvf/laIAokvr6nVwyQMayMxHd7t651HDrgkZwl5S7ZtxFHFyoEjTCwBUJZKyTTzRomu61hAGKAm5YgptCAOhXgyjsofjAgGzajFVHnwxICQSLfK97UN/GQbQjQSWinLt9QCPK7s50/kg4kZrySLlBcmAxqfkvxXAsRBLk50YR2XErgSLCvA9LdfxUX/eSEu/+XPEIVFsePJayLlLZPuhPwkljBoEUNJ5JQ0UtIn4Sxf43WRw8rEgeRjY7xukoE78SC19gFbVdmm3FaSgnPOOQeHHXYY3nvvPaTTaVFtYBvmj22EEt7OFkzRhadKSiKtZ/6JumpXsckvLFS7MESlKIxpQ5nt0gINYEsfDkK88847+K+fX4Lv/ce5sEy2TLbmUOwpk/iyT8g/9gEzaTeG6aA+W98G2YABA1EocRLGxYuBTC5Wei/EMcxy22OTZz6TvpyoMxB9TibUVwvpFuX+IDe3pdT1dipJbfKVZMv3na6Hsi5RtSPQ+d7A1Y6ozt86I1BbW4vZs2fjggsuwJ577omHHnpIBjOSycpPw+sc8To+IHq1hp2oBog0UobIhALHEaLAh20YSNHBQeAh9D3w838ymPB6iMj3EHpF1Dg2bH5uDbl4LpGSWZSUBYHYv7TjEGkjQpqfsQNfVAqS1JKBiKRUlDhixh8hDn2kjBCOGcOKGIeH2PdgRSHSZow0NT+DHIywJPRUETESFUs++ybpkMZTCs0lfGGxgN4NDXjgb3/DSQcfiL9e+1u8/eI/keFn42IBLok5MZSZQCwSOWpC8HnmiYteGL+Ii3mBhKNMMyjFo7k4h7qTRJDXN5DwSl6UVL9C3WUdq3mT3J5Megw8/PDDGD9+PC666CIsXrxYJkScsLEdd7bAqmXdSfttk6QmrVTopGLBrOugCCv24doGbCMEOFkKS2jIpvHEQ/fjpEP3x02/+QWmvfAsUpwYRr58BeGWi01Zt5wcJZNgOvxxUMgXccoZZ+D0c87DKed8F2d++2whumxRrm3BjBIdeYMLRYMArmXCNsvtVD7ps7Un+aWOcMx1AIDcFwcBSOZFs4ft1kiocWero8+b35UJLyeNyXvr8z6v79MIdAUE+DbQoYyA0rFTZEEBowYzvaUkc+P+iDHJALF3XRdTp07FUUcdha9+9at49dVX5RzTpLtnRRpItDhSUaUg0ZNVNbURtjICJtSKGpVUfONgSaLZt1dPLv9Aa8tyZDMZpN1Uh4+lEbo11CHt2GhaugjdMmk0uCnYfoRUbIpLz1onhb7duiNjWvCamxHnc+jeUIf6rCskQGihAdgkpbaNlGvCtWJ0r6sB8s2IWpejxozQmHbQt3sD0maIworFMP0W9K1LocG1hBSkHEeGesc24ftFGdB79+iGlG0i17QCKctCnZNGDXWjW3MIA0rMbNSlU6iJYmTdFFwRpYXi5ZZ2b7vVZ+FaQL5lOWprUqitSUsaiRQQQkJSrgPXBlKWgboaF/lCruw4QtBcq6T+s2pPODMJNXfiuEK6ntRX5fNsMwxqq65VHnN/Y/wYN9svyRrJbWtrKy6//HKZvP35z38Wd8j8asH2y596v3C/UlKt8lhdW9JekkGGMs5cgEb3hayLIIBtGuhVX4N6J0Ju2UI4cYCedTUyoasxQ0S55Qj9HCzTQkNdVu5P3rUxbIPtxgadyGUcCxnLRF02jdbmFQj8Evr164tf/frX+O8rr0K2tlYkxohDpFyLDvlE5zydSqFHYz1yTUsRBz56NtbB5NcT1gdd5nI9QFBCY7ZGrF54xTwaG2phGhFcy0DKtUW3mO24SwbpMpy6JP3BZP3xV/HFobJfKAxU31DHeqsR6OwIaCsNq6nB1encqUFqNbfrUxsBAeJLUkupLsO9996Lxx57DN/61rdw4YUXok+fPkIo1D0iXSSpEbWI8kC8EfJBIkXFBiVh5cfZmkwKsz76ENf++gq8/ca/0VqI0K9vX1z+q1+uZCapxnXx3NNPYcqNN2PWp7Ox48hROPucc7HdsB2QL3ry+fa1V/6Nfzz+KOZ98hGWLV4gg/aAYcPwleOOw7jxE5HLe6htqMdtN96IZ554GHXduuP7F34Pb732Om696U848tgTcNppp+HBBx/Ci88/j0Xz52HhogVCAEaO2BFfPfFUDB29B3KtTbApWfSKQiBWrFiB395wHd559d+Yv2gxejV2w2lnfQv/fuVlPPnIfUIM6NHsg3ffxYXfOQ+5oodvnncBRozeTQS8JCC33HA7pv3zWSxrbsbAfn0lrX32PxCtuQIs28Dvr7oKH7z9Guq7d8elv7gcN1x3LZ5+/DGc86NLsPd++6OpNQ/L3rA5dhAkXtcUwVT9koMzz7HvJmQqIbMdm4S6v+P5DT1WZJef8DlxY/jggw9w+umn46abbsLFF1+Mgw46SM5T35ftnPms5pD0qoTwqkVoQnplwhEJocykHHjFHO6441b88+mnMH/xUjQ01GP8pH1x7HHH4OZrb8ZzTzwujkLsKMT8eYmMLJwAACAASURBVPNwzjfOQiko4tTzLsC2g7fDr35yCfIrFmPMuD1w7Mkn4uff/xkWLmjGb357Fe7/24N47vFHAMPE2L32w7k/+CGmv/UWfvbrXyHfvBx77HsIvnjoIbjhf67FjHfeFgJ96JFH4fiTThGLDp7vw3UdZLMZ3POX2/HgPX9Fc2sRX/rylzFi5EhM+fOf4cQ+9jpgMo475TQ0tyb9tJrrZb3zpl6TZSMXigCvd3z6QY1AJ0NAE96KCuOglUqlRCIj0pcoEonM6ma/FY/p3fVEgOSABIRYq8A6IBEgaSgUCvjNb36D++67Dz/4wQ9w6qmnim5kGAay+pufMDd+SFaQU9rDhWd12Qwefej/cMmPLsSKBXPaknsHafzqiv9CqkxuYLl44/XXhaTnm5aDq79mvvVvzJ/9CabcfidcO43lrTn8/KeX4IM3n2uLhzvTXv4nHnvoAfzxz7fKoJ+2LXw48128+I9HYaazqMtYePTBB5Fbvhz7HngQli1bjh9+//vILZm7cjwvvoBHH38Cf7j9XowcuRNam5tQm81g5nvv4PxvfROzZrzZdv8MAMeffCoefehBfDjjLVkwSBWEpUuX4MEH/lfuO+yY4zFujwlYsHARvnXaSXjr5WdXev7ZZ57Fr6+9DgcdehjCqIjpb7yKl//xCLI9eyHtWPjf224VIeCyJQvhmIZI8TaEcLIfWlwsSAm/n0hL2V54zDbEyRDJJAPTUeRXTWB5fmP3ZabDOJm25KucNvPDdwnz98ILL+DQQw/FySefjB/+8IfYcccd2yZvlPyKRY82ZKtrR7RZkimgTHxE1it9g2b8DISlIr73ne/gmf+7d6WMz547F1878Wt44rEnMPON1+DYNmwrRmtLDo89cLfc+8WjjsaO2++IZx5/DMWmhWhauhzTp7+KfzxwP2p6DUYUevho5nt47sm/y/2pmjpQG8Iv5vHME4+i1LICsz+dj/vuuh0fvD2tLf1pLz6LbG0djjz6OAR5T9R3bvz9Nbjy0kvKJQHemfZPDN5hZ8x6712xeLzLmNHIpl0sby7CNBOLMG0RdrWdlQTZKx10tZLq8mgEVkJAE94KOEi0OGB269ZNJDBK2lhxi97diAgofOvq6tpiJYHgjwRCSeo+/vhjfPvb38Ytt9yCSy65BIcccgj4Jd4vFUHOqwQXbZGs9w7tNBjyCZ8Lr1zHwMx3p+Oi75+H1mVLAdtBfV0W224/Cum6BnRraGgj65lMBh++NwN19Q3o1XcAlixeBMtK49WpL2Haq69g94mTkK2vxejxY5HJOjjo4INE1/fO22/BssWzUWxagat+9Uvc+te7ZclPJp0SwuamHdz31zsQlhLJZtGL0NC9B8bvOQnNTSvwhf32Q6GlCXfcchOKhRYsmjMbN/zhGvzu2mtQk3aQa2nCD87/jpBdN1sL0zKx08iRWNpSwrY7bI+Tzjwd9911B96c+i8BslffPjjw0MPhxxb6DRkC0zZx8Y9+gLdefkF0cA8/6kj06tEDd9xxB0oty/Hb//4v7DVpEhwrRkNtjeQ59ou4567bEtNTANIWzZslesqG5bR90l+faiKJJNbpTBaNjY1g26mvr0dDQ4PsZ7PZNjWY9Yl/fZ9hWyZ5ZSDJVSSYbZnnSYanTJmCBx98EOeeey6+973vSX6FoPPzu5U8KxFsvAa9vsVpey5ZdEi7uLQAIvMXWfQV+iVs060eD937VyG7luuirr5eJmScIA3ZYSQauvfG0V87GY9mMnj9lZcFk+49euHLRx+H5kIzhm2/A6JiCd0aG7A414SP35+Jd95+VdKOogCOEYtqjJqw2JYteuUpG6jJphCUbMz68H0gKKFv/4FYsWJpMvnxAzxw119wzLHHib7uu9Pfxu/+6zKYXAwbA90buyOOIsx6722k6xvh51qRTtnYwI8PbZjpHY2ARqA6EdCEt0O9ULL4wAMP4LXXXpOXpyJlHW7ThxsBAZIB4ktdXQ5qSkLGLQkDiQMDiS+vv/zyyyIpO+GEE2RR0MiRI0ViE3u+3J98fF3/jIl3NhNiJD8MPKTcDK77w7VoXbIITiaDgf374Ybr/4BtR46Xz/PUDQzLNmtLhQKydfV48OGHhTgec/QxWLZ8CSLPx/T3pmOvAyejeXkzzv3B94WocTFPfcbEkOGDcd5pp8CwDHz8wUw0LVmC3j17y6I04hCUioj8EIO3G4KvnnoOxu0xEXkPuPiX/43evXuJBDrtAN26NeKyn/4QhmHjnTffRDGfR2N9HW67+SbMfG0qzFRKdGz/8MfrsO9ee2JpYKM5tHDWeeciCPJ445WXhc0MGjoEP/vvy+HFDjzYeO3VN/DUY4+K6kW/gYNwxeWXobY2iw/efw/PP/dPfPrhh5j5znSM330MvFIhIRwlD5EXYsy43XDEV4/BiB2Hy+SEptwUGVyfWmKbmDlzJnL5AtxUBql0GrWZLGqyNSL5Z98lIeaP7Yr3qx/bGvdVqNxX59Z3y7go0V24cKFEwbRUObnPa2zDzNPy5ctx6aWX4u6778aPf/xjnHjiiVxGJfqqKk+JKmn1SN7EwkiisSvlo0kw6ZlxjKkvvCi4hp6Prx5zLK7+nz/g/U8WoaXkobng4dSzzkFNJovXXn4JPoDu3Xvi0l/8Ai1eCYZtYu6nn5Q1iAwUci0IIx8HHXwgvnDYcdJ+6R1MvRdIvn0vEIktogChz0VroUhyf3/N1bjyisvx26uvge06WDB/jrTRoSNG4YH774NPU4GWjf59++Gee+7GvLnzcPrppyFfKoJfjEiufa+4vk1AP6cR0Ah0AgQ04a2oJA5OpVIJ//mf/1lxVu9uDgSUFEcN+tzyxzpRpIGEgft33nknHn7kEZx68kn48Y9+hO69e4MSIVEt3ICFJ3w+iEIYpg3HSmHJvAWYPu3fsCwHfqGA08+/CIP2Ohgt8xYhMrPw3Fr4KEv1Qg9773s4+gwfCy8IsPMuu+Hpvz8s0C1bkqelW/hxiN6NaTQt+BjPPfc83nzlNbw/c6YYLzAjE35TgEXzlmL4KBtRnEh0Hd+CkemGX143BZO+sA+aFudhFHMY2rsRs+d8jLv//g/MeHcG3nnjNZh0nxyHKK5YguZFC9G7sR4vPfOU4BiVSvjK10/AAV88ErOXNMNJZZHKF+C3RojyycSCmY1LBgrNPkqmiVRjPaa98DwMr0Vc+E7aZz8YTgbphp4YNXY8nnv2OYR+HjOnv4499x0Pmqhi8AIfg4bvgF/fcDuGjhiBJSvyKAQeDIPX20mn3LwufwwDzz77PAIaaq3CwPZKYss2WrnPrKpJHNs52/H06dNx0kkn4frrr8fPL/kp9tl/f4RFT+BJJnrEqRrKSZNeppigoxc0muVI9OcTj2ilcv80HRcvvvQCnn7qKew4YmeYVhqtno9STYzWQj6ZmHLJZ+gj7/vIex5SRhop06GOAuKwAB8GDjj8KFx9802InXpYfkk8hKmqFlvATgpB7CD0HSB2SIFx1GlnIey9DUbsPRnW769F4PloypWwohjCTVmY/u8Xkj4QBvjycadhm2FjkOm5LYaN2BXTXnpaog88eh6sAUArJ10sqC632uakLnaxMuviaARWg4AmvB1AUVLFDqf14RZCgPVBEsEfA8kCyUNzU5OYfSoWi20Eg1yXZGN9g2HSty4QhCEa6+rw5tQPsWjBAoShj7ruvbHTLiPR1EzbtEAQGwjNxEmFSs9KpVCgXjLzWulkIQphOhZc18Yrr7yMyy78Hj6cQd3BJBiugciLQR7nRTFCm2a8EvJYCAqYMGkvDN95F3wyv4B07KEx4+KhRx7Az378n1hUoVdMMhWHJCQxbDeNT+fOxyefzE7W4RkGxk/cGwU/Apwa5LwArmMiok3Uim+5sjjJssWBBRwDM96dLmTXtBw88/TTmDXrE9GjnT1vHmwnjSgsobm5SdQdxKsWixRE2PeA/TFk6DB8Om8pbFqz4KpwWg3md/H1DHzSr1KyyyKx7VUS3sq2SAIs9VMmw2oyt2TJUhQL+cR0W9KA5b7qILssFVFPrDRIz2L+2Q+pphEEOOiww3DvX24jpceMt97CcUccgVPO+ia+9Z0LxYoJ3VarRXxSJk4IaJ/X5M8CPQ3TJbZK4YivHIPQyWLh4kXo163dBq/gS8Nl0nxocYDvg6Sv81kvSvqkEuLT+2IqncLSxUvRtGhh23th+51GoIQocW1cMaGgsxl/Yy+AXc92rh/TCGgENg0CmvBW4MoBavTo0fKZkQOS+hTJfR02PgIks0raRZ1QHivSQFJLgqD0H3kfyS3rhKvdaeeUzipooqi1QNJLldEkvvXNqedxRXcKfslDEEXwwxD5XItEl0k7SFsxnLCEkGZEI+VUol066iNEZJUdI5QJKx8uBgWkXOCD92bi26efjuKihTAyGRww+VAMGDAIt954TWLI34Q8H1JXsrxuhsa8uvXsDjNFW64enIyN5198Bud880zEvg+noTsOmHwwGhuyuOvPN1H/A2FswRMbwEBLviTk26CtMDuFIIrhBxGclCOf0Ul46W1NhdiME09wtKVqAS2tSflpIm3+nE/kp+5N7OrGKAQxbLrLCtonG7VuBinbgW3QLBSfaL/W/vw67hkGxo0djf79B8JJpeGmUkg7rqg2KFUGbkmw1CRJ9V21XccUP/N21V6pi3vrrbeKyoVKi+1X6aLzPh6zXfMrUr9+/fDd734XdFZBneRiMS9m4ehqtzxD2TiYfWYJPuuGVevNKnsTDCxg7732wg8uvQxX/PSH9BOMUqmI639zFeYvacIvfnUVwpIn9m9VKlygR2u4idMUeja0ZPIYg5YtPPHGxnM0y9dm01k9LG5WSMHZXvlL8tZubbe9HYMLG8MQhVwrvFIxaaoRkK1Lw2QfNYK2LxISvWMhtrkMb9XytiWvdzQCGoFOjYAmvOXq4yDFQWnnnXcWM1idulY7Weaff/553H777W0qDEqqy/pg4DHJ7g477ICf/vSnOP7444U8cDDjojWqHJAYckEWpU7rGxzbkQU51PUjcbQcG07ahZ/3sWLZUuSalqPGAZpIsE26jKDHqfYBMqa7U1nYo/ywJjnhArs6C7j39ttRXLRI8vnFI4/AdTdPwSefzsaUG68WCSmlUjF/bUN58nxLvjU5zwVQroWbb/wjYupAplI4+Rtn4Iorr8Az/3gSd910owjkRBpOqwhOCjU1WSwjdSh5yOXyQuhDvwmwEh9tCWloLwOP44guj5mJGHV1tZIJ6kCOHT8BEybuJT6ySJxJWnw/xMR990cpV4JjJea4+AClzCxIYv2TgsLkOCnRuv5NJpwki+PGjcP48XuI1LihsRE9unWXBWtcuMYFbGrR2rqmsDHupzUGellTxJaTM+4zcMJGoktye/bZZ8uitUGDBsk7p1RoBUj8qDeeSol96aQVbIxcbYI44lgmG4FfRBhHOO2M07DjdoPw+yuvwLRpr8BNZ/DA7bfg0C9+GV8+8jAhnioX9HJGnVk6bOFXEMOwYIhVhKQNFqmPz05NZxTJLFY92uYDsb3NtrfbpIW0H7P/8quC6HPTkUr50oqmZeLamBNlgx41yiGM6OdNB42ARqArI6AJb4fapaSGAyslMyTBasDqcJs+3AgIKGLb1NTUJt0lySXuJG28znro2bOn2OM9//zz0aNHDzlPMsFFS/R4RhUCr1hKzAklI9965U4GWJITyxJyOGS7Idimb1/M/ehDeMUiXpv6CibtdyBivwA7dvjFX5xSqMRo2UE5n6LRexUypolCPsTH098RAshLhxzyRdH1XdLUpPwoiGCPBJFFUG57GYdrO2LzNG2aWDJ/AeZ+8gnI9DlcH3jA/ii0FlBszSVfn+mG2YwRFIvYdvC26Nu/H+Z++DZIxv/5zFM4/mtfR8+6NDyD+url/FOqWA6UxtJAf4mfjP0Ag7cdXJ6IRGhs7I5LL/sFvCBEiVLiTBbFIEKh6MHjAqL2aMQ5BMlNZaCahqFE15UXPnO/PZ5SyUNLSwts1xPHHI6VLE5TbYWkkiSHXwYo6WVb4m9TB7ZTTsoY2Ib5I8llOxZLDAC+9KUvyfoAehNk4Hlep3MEtmFK0dkIpP2L2+hEj1turqI/XKhJyT0bHAk87TcfsP8B2GfCeHz9xBPw4gsvSBv+YMY7iA//kuwnUx+6nQ7QWOOK3ebQiGFaXMrGd21iotCixzNZtMopLJUV2uuOrSCZA3OvXcJLaKSFtDcTuZHEumevnmjo0QNzZs0ST25vvvZvnHTi11GiQ5Y8dYuTIO6w1YHeagQ0Al0SAU14O1QrB06SXP6UhLHDLfpwIyJAUkDMOcmQwb/sOECRAa5i52r2xCJDu1c2mYhEidpDWCYXJfksvAE2NEk2qH9rmiCx6t13AIZtPwJzPvxAVn7//nfXoKHHNhgzcicUjTSG7TwGrtFuTsqkFkBIE1yBuBRWMEV+ADcIweuMn6oXb7zybxz/9ZPw+r9fBwIDJG4mvbHxJ2N5u41huiS2AgOmHyLruIBP4sgFZh5mvD4dRxx6CKa9/Eoy6tMkFjyEQQE1joXxe4zD1GcfRzqTwiP33Y2rh2yHgw7/CpoKJQzadhAc0FVyRiRttu3igxnv4+6/3IVhI0ZiyA47YI+JExFbaXGa8cyzz+B3v70aB3/pMNDE2ZwF78Jya9B30EDQIXOiV5mUWohJB6K5EiFW4KzDlgSaUdIWr3zyLut2kyCyPbAtqb7LrRDHCv1vlZQiwBujfzMOtlu2X7ZjBh7zRxLMwLbLNqy+TKj7lBkzRKZIy4X4ymSPjp8r2ZtEUzV/iG3JK6E+m8a7M94R280jhw0TN9cwbbGGEIWBSNxZpsbGbkJJ6Q544fw5uPVP12H46FHYbvgwGFERRuy3mbCLgiKckCYJuXAz+eKhCk5MZKmcTChIhPmLRf2I8zP5ZlFuI8Q/oBDZcrDXpH3w9rRpsBwX999xJ/aZsBc+/eQjvP36GyKp9kolOJQ2h9WMukJBbzUCGoH1RUAT3g7IqUFQbTtc1oebAAEOToqoKGnYvvvuK3q6kydPlhRJHkho+EvqpmzFIeIglUiBGI98Kl2PPJJeiMwq5ifXSCw1lMII3/j22Xj28YdBD18tra344fkXoFtDBkNGjMUd9z6EkERWLaizXH4pFalUysm0nS+VQjTUu9hjr0mYNu1ZZNINuPO22/H2u+9j6tRXZKGZRYmkkwbHfgqvLCPxGMai2HYKXNFGtdqe3Xtgwu4T8PF705Gpqcf/XH0Nnnz8Sbzwz+dhmJRoJq6A6+vrsHT5Chx77LG4/69/wdxZHyOTcfHbK/4Lt0yZAri1uPPe+xH06oUdth8B262RT8aFXAE//u756DtkOO665x7sPmFPHPbVY/DQX2+F5WZw2S9+jltuvQWNjT0we/an2PPgw/DzK65MdFXLurPMMy1GJNWSELcNJbuMU1FA1TcVca2sbnWt8tzm2Ge6bMNsC8wX23H37t3F0cRZZ50lpuhIivllor0NJznjYkm2Yn5Wdylil0/5qrSbI/frlgYJO7+C0KXvk//4B669/FLsMmY8li9ejDlzPgHCANkefTF2wkQUSiH6D94OdqoGUeSLm+ufXng+eg/bHrfceSfq6Z46mWOCrl5cUQGJwMWTPtUfqB1U7l+W5bbp/9LurzrP/kEHfJaTTuwZx5wI2yI1zxWKOPzwI3HbdX9EvlhCLlfCWaecJIvsWOqUZYKuSrjY0ymns25o6Ls1AhqBzoJAuxips+R4M+ZzSw2em7GIWzQpRVjUKm6ShAEDBuDmm2/Gk08+CZJdEgT+FJFor5N2QtD20bPsM359CyWkjLp8/BkmCn6I3fechN/d9Gf06NMPsc+FMAaWL1uKmR9+gIC2gvnpufxMqxfAcF3Y6RpxJazOm24Gi1qB4089DTvuMgGFYhNam5fjpScfwaidR2HU+HEo+jk051vRlC8ANlAME91lxtGcL8FK18BKpdGSy+Mb3/o2Bm03HIV8M5Ysmo0Xnn0Ue+73BQzbYScxGUU3xouWtwBuBr36bYtrrr8RI3YZjUIh8UK2bNF8LJvzviz2K4UxRu02Dl/6ytHwSq3w/QCIPbG8QP3MXCnAxZf/Ggd+5QSEXkBvH5j9wUy8Ne0lrFg4F+9MfwshnYSkU2guFtuwoLkq2m9VtaTkcetbNys/V65xFfnKF7fIEdsnf6wvtuMzzjgDL774ongIpIMMtmG2XZLdNQUpVVuZ2lr1mm7fYudZDloyKRRLmDljBhD6eGvaC5jzyftAWELPvgPw40t/ju223x6LljdhxKjR+MrXTpFJEU3WMTQtXYHAsBCZNppyeXCxHrELYktIK62VOOkMArphKfevPN8DjiHnciVfTBHKNeoB20ApiEF7wDzXXCiJrnnJD7HDzqNx6a+uhJmpQSyuqUPsNm4idhoxAiUvyQ9baqRUcNSE4/Nst1gt6IQ1AhqBdUVgzW/fdY2pi93Plzp/ipR1seJVRXGILwNdCNfW1uLMM8/EBRdcgL59+8onYupEUmpGksBBbFMHWf3N1VpcwEibtgbQlC/i4MOOwMhdxuDpfzyNmR/OhhU0YZeJ+6AYRdjv4EMweJusLLDpv8tEFCjWLJVw5Ne/hjHjx8CPDYzZ8wtYmCsi06snrr/jVjzx4L144/U3sM++++Hgw4/CK9Oew7tT30ZsZNFj4EAsavUxYfJB2KahO4wgxuAxuyIXhfCjAHbKQf/thmLKXX8Tr13vvP8xDjr4izjgwP3x1KMPYtasj4FMLdKNveBbKRQKrRg5diKm3HUPXnzuabz+5gysaM5h9IQJyHTvhhwJiG3iJ5ddhol7TxI3uEEcguabahrqUIoNOJk6XPG73+P1E0/Ev//1IubOnY1u3Xtg0LZDsPNuY5FxTbGtesypp2DM2NGwDWDXcXugJVeAUV60xbrj7Lo6tVI3vGXxPcH2uuuuu+J3v/tdYkGE2qnltQAdpbobnuKWi4FlCTj5QYxzv/tdjBkzCjM/noNSEGLMTsOx516TMGzHHbCitYSYZgRNEz+4+GcYP3EsXnrqebHMMGCnEch27yV97Pwf/xS5ZSukz/UaNBQ534LtZlD0Ahx0yKEY3LcPvDDEkFG7orm1iMbuPXHe93+IoLUJYVxEzz79sKwJGDR4MC646KdCus3GAejecxtEhoUVuRZ88djjMWjUbmI7um/P7jjwC3viu988A1SHYnDrsvCiZJGhSXW2tcBbORXZHO+ltWRFX9IIaATWAQEjapvWrsNTXeBWki2+rPjyfu6557DffvsJwT3iiCNw//33yzXeQ6mNDpsGAYXvRx99hGXLlskKfKZEaRgJBH/8DExdR9aVqgtFlI04Qhz68GDK4EhXw8ceczSefuppceP7xMuvw2noI6vekyVeay4HB7gUdW9hwjNdBAZt0QZwqSLgl8RFabqmDlFswzZaUDRSWJaPUZu2UIecuCReHqWRi11YkY9Gm4b1aWYshWYvRFHsx4bIWCGytgmxKxEayHGxXY2BLLKIYhfLAg9FJ0YNIjTGvM/G8ihAjp+6Per4lmD5BWQzLgxKC500vCCGX8yhxrVpGQpmug4t+Twi6heHEUzfQ9oIUZO2Re3Bsl00Bx41fREUCrBNA04MpNNUiUhsrOa9IrzAgx9QTcNE2gqRdoG6tIvQK1FnQRaswXTQnMsjTmXg2gZqbMiio8CLUfABX3Ak2Q1gxQHCsqOONddEcoVwWXGEbrUpXHHpRbjxmqtlInL6qV/HmDFj4abTaGjohsaGBnEtTCsNnDSJ2+F0WtoM+7aSvFampyaxqh1VXlvffbbZqVOnillDWopgu1XtuzI91a4r0zZCD2x5+ZKPdDqDO267BWec8Q3R9f7Ojy/CeRddhrmLVyDFmcRmDlS2SCTP/JqRJE4PgwZ1d0IfNWkXrm0itNOg/i6/AHAhab5QQkQ7zRS9xhFSZoS0HSNrZ1CKTOQMIBcFiOjKPeXCpUqHYaPFA/KxAdOKYPsFNFhArWsL4S3CFg9uKdtGnW3DjUPpowv9FIpIIYMCetgebCNAAXVoCSxxaW2GeVgpF1TzoYC3NgO889rrOPrgA9G0dJm4HP7NTVNw8JeOxJJlLWuVwicItKtRUbWDdcl6XRtJ3pzVFkYm6p0Y5556PJ554lHxjPiNs85Cv/4Dkc3WoFt9LRob6lDf0KPNsgnbbDqdloWefN+yPOw7qu1uzvzrtDQCmwqBrVbCq15SBFYNTtz/9NNPRSqjSNamAl7HS/6SmILbbrvtwB9JA1+ylOqqwH1FHNS59dp+hhIpx3KvLV0fFh2hxgC/ctJIPvUJW1tby4Mb1SwDcOAt5kIUuFCMTNHII2XSU1OMZlrCZ4g9WajmlBdw+X6E5ZRzltUv6Ao4zsdoDXMwzILEkw4MkTwtJsmn2gTNkZUXYZH4x05a4o+LHqKY1imSgam5EAhJMkrLJZ+25cuW9nSpzFAolGAYfCYZoIktrZ1S2bYURyjmikIqEXNL3UmbH5TFhJkfxyDPXZ5vTZxIUO9UFgh5MO0UjDBCoRSgJPnl5ITWIrjGnlQuCSQ0UvDy8Zo3FboQa76pqq7wfaGsL7AdV7ZhlVG2kQ0iEJ/RhlU6G3NLEidEriJtsZ4gircpNJUCGF6EMGqWdkj9Y5oHhMXlkLRakqgYeCT0+RDL0SLxEQeSRbbnZrEwkuguc1Fnmu+FIGmKzX6MplKx3L+on27A830s8RL1HGlbRgFpoyQm0hbRsYq0uJw8QwFuKuXihUcfRK61BSO3H4pSvgXXX/8/aF6+QnR963r2w27j9saUP96IG3/zS2SydTImrBFHmzasQ9Q0NOKuv/0v6hq7IV8qCXGORM2J34ronY5/q4AGqyyojrhSwdTFlU7qA41Al0RgqyW8lQMPCYMKQijKn7nUOb3dtAgozNdEEph65QRl0+ZmctE29wAAIABJREFU1dilrZCsdLjURsQr2o8idJVtqvIxDugd42HMVoW3M97PNBUeiv4rDNSW6gLtLTdJRakQ8HnepwL3+KmWoTI+ZqYyPnX/Ktty+W273SoF16UxqHTa89sxV6vE1uVOEAO248p663KFrCiQqnPVpuhRbaVQblc8l7RFWtdQLS+5c23trjw/lGdVm1bxMz7+Vg6xkGHaM24LZasrNJn3x9//AW9MfRG9+/fHiiWL4ZU8+UISBj6OPPZ49O3bDzuNGoUzz/suuDgujteiQmWYyQI3OlZJpUWf2eRiWulM7M3Ju6JjDtvypXc0AhqBLYLAVkt4K9Hu1auXSCfUgFV5Te9vegRWP4Bt+nR1ChqBjYnAmiY5GzMNHdfnR4CEOpVyMPuTT/DJvAWiRb5o7txyBIZIck847Sycd+EPsaK5FaPG7o7xe44vS4jXnA6lto5pwfNDFEpF2ZLwJmveyPTNZCIqpLx90rnmGPUVjYBGYHMgsFUTXhJcDlI0H7SqxGBzwK/T2NgIrDK8tIlZeKXtYGMnq+PbJAio+lLbTZKIjrSLIsCvKbSYsc022+DaP92E1199FYvnz0Hg+xhBG9N77YVth+2AFS0FOJkaFHwPOTpQWYODYbZCLmQ1oximLKKlN0YLpuOifU0tJd28k7GsRUq8CTFfY29Z5eW4CTOho9YIVCECWy3hJcFVEhnq8HKfWx06NwLqZc93OyU81DOVz6+rfALt3OXs6rmX6qLITNQyOo7UrFMqj3Q830VQSQyFJKVjG6ZpZhEfqtbdRcq5uYphGNht9z0xYeLesE2+E0JRQwj8AK35ImgDm3a2qcoAegIk/mvIm6grGBFVlMVuMs0S0tQZXSS3E10+vIXaJtcdUM+/Ivm2V58qlNquoYz6tEagqyKw1RJevhRUoG6ZkCJ1Qm87JQJ8x4vHU+aenpNME45jI/Ioyddv+c5UqWFQnqhQv9lKXlOsQfZTLrpLBvXkHpnYlM0IdqYyri2viqTQAYNjJ97lEjXZ/2fvO8A0qaq030pf6p7uicwwwwwwiAKCElSCBBlEWXd/9V8D/iiCwIJKUhFUVDCgv9k1YFx/IyiwGFdQFAkuQYE1ISB5gAGGYVKHL1T8n/dU3e7qprtneqbDF071U11Vt27de+5771f11qlzz9FxPBFuY55LgGqtNhTNjdFhUptjR7xIJCStiQ2GF/ZIXHNkcazyOGkvZlw3dgi1va6bWu1m15mw4Ow7lj2TC38L9E7CWX9GocP6U7OxYa8L8sIo8o5lD51KbJ6J+vVzJntQ65pOBDqW8E4nqFr27CFgNBskDEOaDprVUesxe2JpzZNCIH0I80HLyUPmwcsi0ge3lXqAGGMi4aSqaeLMps0csxI9kLP/5SVdR/Fku42vCDKNLCOfFoPFZDpYwTmihpYeJSwYsjpWHeKim/DbjADH/HS1wpewWEiycWRhVCmJNTI08lhlTkcaiXje85BRV7OtZt0iq58OwbRMRWCWEVDCO8sdoNVPHQJ53ZcxZeDDiDd/S55koiOcugqbpiTTLrNtGsG2QZCU5NJfqicvLdTophRC+EVmimRTg8+3mmzGviHC21BhU19iXtQiRmpj94rqV0nvZDotGUVkn4ke7WNIWrdgdStmNPRjSbd+qQFDWlbuP3fZT4ZQy8Eza5yM/JPJKy/81O46nFqX1puJY8QS8p/+XtLhZH478nuaTGWaVxFoMQSU8LZYh6m4BgFzG091FbxZy+09e7ZYji1O/MuVCtxCEbZF++zha0wp7bFlo9k2s23tVvFBHcUWiraNOWUHnldIGyT81oKThfFlm0f3qIwDo+ZvQRjYgxQ/G8bwCgWUyja65sxBUe/W29yjjihhR48WjiA6E0vR5rhjcI1n5hquljn57myLujdNT4ml9Fz6UpLQlIHaXZLOmTdpQOKhYocoFIpDgtO8gZpfmu+RDAu5lZeniVo7dLnuKAJtgYDeQtuiGzuxEeYxk5KeOObEw2F7tDgI8dtfXwUUe+UhJJGhhkhhe+E1RPZNs1qY8KVNIAWxEQc+5pRcPHDfvWmy+FV1wE/SXMQue0yfrGn2if4bk4GJ8szUOekuo6mmn2QGGcleX+6/5x78+LKfYX1fVWx5R8xGmikB26AektQsZtxQa1Kqx5GWvmGQpIY2TRWGsjxjhzzXiS1ZDTOW7HJRSpjNeyfDTqQBtSco8Bk1bF+C0O7YQcWO8cTjqQs2znck4XUdW7bpxLthf+C8fwgBHlX1WGmjsuihItBSCCjhbanuUmFHIGDZkMBKSMCBzJnWnHlNwhD7Ac4//bQR2fWgdRHgRBzasDIyncUIcJYNhys1VpnGV7RYorWauJ3NRHYpaWgxBG4MmxH1bAt+vSGf113XwX9dcZmsE7dIzyoCYyPA3wQ9fJCPu4xuJ78Panu9lPxmAWr4mzDEl/u8ThdFoN0QUMLbbj3aYe3hjZmhXEmICoUClixZIja7neZizvU8mZBCW892XEwfd3d3oVKpSBNJdtnvedJrHtqtpJ0STaNlDY3bBQsWCLlPJ6m1Y29qm2YKAY4h3iN7e3vld8IQ2KVSaeh3Y347rfR7mSnstJ72Q0AJb/v1aUe0iDdokiDesLnU63UhvO9973ux9957o1arSVqj0UAQBLLPLa8hGTbbZtP2TabzjCbm73//O1avXi3tP/CQQySQSisR/on6gA9ro23iy8yee+4l/ceXGxJf9r95aLMcrob0TgbL2cxr+rFYLKJareKII47AxRdfjDVr1sg4ZRrHK8c4AylwNWPZtJlbXRQBjn3+Xjge+Lvg8U477QS+RHF88XdD0ss8Y70sEkHz++FWx5WOqXZCQAlvO/VmB7XF3NCpweA+b+Z9fX141rOehbe//e1CeEl6+/v7sXnzZjkmcTCkgYSBpNBc32rQmQcRH2BsHwkv0w4++GDBgKSID6xWWExbRstK+fMPZj6gecw29/T0SPv48OZqSC/PczUP7dFlNuMx28UXM9MG4nH88cfL2GU6xzXXwcFBWfMvcSTCzJ8fx+Ph2YxtV5mmBwHzW+HvgBpdjg/zW+GW90uON7Oa3xq3+WX0cf6c7isCrYaAEt5W67EOl3f0w5zHJDgkryRCJHpGu8vtaFLLGzwfBryON3M+CLi24sI2GLJH+dkeYpB/iLVCuyZ6qBoCa7blcnlIU0UNL9tLDNinXNn2icprRjw4/tgOEllD1jl2zVjm1hBbM/7ZRraVC6/nsTnHMnTpXATy498QX5Jes5LsmvuG+V3lx0z++s5FUVvejggo4W3HXm3TNpkHumkeb8y8UZvP9yQAhjxwa8huV1eXkCFDiEkgzDnm49qKC/Hgw4sPNS48JgmcN2+ekKd2eHDlH8iG3LLN3OdqNFWG7Jr8xIPtbzYMRo9hIyfHIGXn1oxjbtk+Y37D82wPv1IwzZxjmbzOlN1sbZbBqf9mDAGOEy4cB/xdcDUvhSS95jeTJ73My9W8RM2YsFqRIjCDCCjhnUGwtaqpRcA84FmquWHzZs+bNm/mJAFceS6fTqJkNGZ5ojC10s1MaUbLaWojuZ8zZ46QQba7FRcjd75Puc9+zZNePrgN8c0TXnNdq7Sd8ppxyn2Oa7aV2my+mLGPaYJjCC/PjTbJ4TVmbZV2q5xTj4AZOxwrHFMcO3zBN78Tjime42/HkGGOJzO2eD3HoC6KQDsioIS3HXu1w9pkbtC8afPmzRs9b+aGADCNx7zpk0AYjZk536o3ebbFfKZklxMH2rZSw0stIPFo1YV9YtrEdrEt5gHNLV9oDPnllmnMw5X5zcoymr1/Ddl1PRf9ff3gSwvtzdetWyfjud5oSBtIXEh0mZ9tMtuhPiZRoUvZLDLdULrudAwCHPdmXPA3wXE0f/58+X0w3St4KBbSF0WeN2TX/G46BihtaEcioIS3I7u9vRrNmzwX3rRJBHgj52JIjyG8RutrzBmYl2urLnyAkfCS8HFh+7u7u4X0Ms3g0qrtM3KzHWwbV/OQ5pb9abbsY/PwbrV2s13sS7/hi1b3kUcexVlnn4Unn3hC+jAIfPE7zJHKsWvGbTp2mTpsv2sw021nIpD+VujBhoF4UnOv5zznOTj33PNkbDHoBH8zzJdfOxMtbXWnIaCEt9N6vM3aawhreqMf1miaY25JhEgoDFngPldzbR6SsdLy55tpn7LykyU/T3IxxzRpIBlk21txodxcTV/wwW3aYkgtt3xwGxLMrTlnrm+VtkcMDCDkJETRK+IPf7gZV/3yl60ivsrZ5Ag89ugjeMtbTsDOu65EEjNCJeMnD38Jofj8rZnfm/mtNXmzVDxFYNIIKOGdNGR6QTMhMPrmTOLDhem8gZP4GcLLY0N0zc0935ax0vLnm2mfsnKlTR7byIXHJL8kwWy/waKZ5J6MLPm+Nftsk2kb9422ajTZNfknU99s5U2o4U1ixHI3pg1lBI8aa9jonrcDvFIXIhuwwvooEVv368SohujhVCAgyn4bSaEEq9FAdWAzGoN9KNOUK/YRJAFst4CA4auT9P5o7nn8vZiVouT3TZ6pEFHLUARmEwElvLOJvta93QjwxmxuyNznYogeyRC1utwyD9eJCO92CzPDBbA9ZhIKq2b7acrANHM8wyJNeXWmT017eGxIL/fNyjSTbsaDuWbKhZriAh0SFa5xSmBpZWMlMepxhDNOOQnnvP8CrH5iLUquQ92cLorAuAjwxSlxbZQs4J2nnYpfX/0LOI4ttt80mbHtBG7iIoGD2BtJek2h5l5pjnWrCLQLAkp426UnO7gdhhTxRm0IkNka8mtIELckve2wsC0kuPk2UtvLNBJ9g0srttX0JWXPt8P06+gt8xkcRl/T7O2345Tv2pxwhuylLBM6ioGAJMZzELhpSOVmb4/KN3sIpBMW60gcB2H6/iTvUfV6Q1wVunaC2CogdjyEgYXITYPv5BUB+d/b7LVEa1YEph4BJbxTj6mWOIMI8OZsyOzofUOAzHlu80RqtJiGRJn8o88327Fpi2kn5Tef9s2n/maTeUvymD40fcDj/GL6iGn5fR6PdY253pzLl9VM+zYtK2UCZWZLadE0J0LE/7Yjq207oghuJrlVluZBgL+UJLEQJUDM8SNjCIj4taBeR4OBeOwQRbgoOB7sAhAGoXwBM2Zf3PK3Yn4v5vfTPK1USRSBbUdACe+2Y6dXNgkCvCnnb9Bm34hnbtpma9JbfWs01Ybwsj18YJltK7eXfTiR/OOdGyt99Hhoun4nwQAnUcZissBJReYbhE0CAlsIjGVlquCR7wBN1xwVaJYQoCmMzd9NQUhvmLmni5MkDbVeraHoxfDtBgK3CKsAeK4nX4PG0/Bu6Xc4Sy3VahWBbUJACe82waYXNQsCY5EZQ3rMtllknW45iIUhv2y72Z/uepu5/LHGx2zKa8bkCLkSuhqLQWISk/hm4YIpJ61vSIPpyQGRDyq8xcZ3NhuhdTcdAhwzqYYXCBMLluekAyXT+lLDS5+8VtlC4PgI3Aas0nBodRJes5qX5vz9pOkarAIpAtuAgBLebQBNL1EEFAFFYMoQELMNKyW6Q6YZqUmDhczrCGzqeVNj3ymrWAtqRwRkzCR8M0rHDs0c/CBCPfDhuB5Kno9i7MNNCoij1IZ3xAtYBop5OWtHjLRNnYmAEt5R/T7WD39UFj1UBBQBRWDKEIgtanGzCWti3EA/qZIg5gzctelGCqm5ypRVPIsFpdrIZGhyJU03Zmox/rhZn5N598jmd82UCNNaj0WyC1qFZ4QXCfwwhB8EKLgB/ChEwIiTQYhwAsI7rUJq4YrALCCghHcU6K062WdUMzr2sJO0EhO1lecmOt8uA6TZXlD5WTiPPfe3JCP5CQ0ZIkssecUnr5mdxshYFtlYQrve2b5dmw/nw4pmUqv0KNVQC5HNBld6buyRRgsNx3Uwb0EZfgMYHBjgLMSsrPSakUcjyxkue1imfA5DYE0+SicBF2ChZ14X3NR1NarVGLXqoESyM60y1+bLM+Xk05p130IEkt6U+KZSBhGJboBGGAjJpX0viX/edndL47RZ26tyKQJbi8Bs30G3Vs5pz2d+7Ixfz3j1xpn/tFesFUwpAuxHJXpTCmnTFmZ+s80gIGWhzbSxfwzDUI5JKszM9/HGJX3upsSWdpd2SlTIcoV5MUxAupCyTc0yEZXM1UBFc1YlZ/1TY0jiaCcx7MyQmJLHlgM7iVKTi8yWlKWkBDNXnpBOG0hiVFwXm9evw/e/djmetcezcfhLjkQQhnK1ldhICEWcwBamOVa7U4KNpIDEihBbMRKLslmySmAF1mfzHD0VFEDvs1bk48pLvo+1ax4VwV548MHY/0UHYaBWh227YN0sOSW4Wb0WvRZk9fEFRq4cS6Z8W2dvX8guvxlYxJMdESMOuCaIPRLdEHEUyItYnvAaic091GxNum4VgVZHQAnvqB588sknhfCOStbDFkKgmYjQdMI2VjtNGrdmfzpl0LJTd2gks7x3XHrppXjzm9+MhQsXDk0CIkaGCI+FF21zGVLCThzYMeOr8VN0Rqtsn8pdMXGg5i61dRirlMmmSXSLrLzxyJsFO/MMEcNDbLlCdi2EcClLksC303QHJMH+EFVMKXUmeE40arFJjktI8KEPfwA/+c/vozynB//viiux7wsORHWgDidxEYi3AbaWNN8QUFNQSknTlwQbkRUitkMkVgyL+MUOnNhCbMeILF9MWcOoCM+OYQd1fPcrn8P9d/5ZCjv9nHdj1RGHoH+gDjgVIbzUtxs3cfSMQW00U9gas+Xe1PWFadf2btmPlNKQdvOylL48WXGm9eUkydiXyY/5+8ToffN1YrwXte2VVq9XBGYagdTIZ6ZrbeL61KShiTtHRVMEmhQBkgJqyz760Y9i1apVuOSSS+RLA4OAcDGfj8cTP6O32WlDXHhIAmOW/L5J29YtyzLlmf0xtuTFQjjpJziri/OhqPU09Eq8SzgI6Q4rW9N9F5HFleleusKSiVN9A1Xcec/dsJ0iav19+PNf/oJCpQupnpjU3kFkscz0epY3vLKs9DwQSlQ6N4nhJQkc8WVMP7TpKlrpxIKTBPR1AdtKMG/+fLieJ2u5qxdhTJ+1rpDZ0Kbf40QId+gkCKkd5moDoWMhtKnRJg4Gu23FfzquGy3T8LGQWb5GZfik5iMjg7pMh0RapiLQTAgo4R3VG0M3hFHpeqgIKAKKwEQI8N5RqVTwt7/9DW9605twzDHH4PrrrxfH/nyRpplDq91fkjgCooCMHVYSCc0T4htRSxgCNN1IUlOEOHHAyHARtas0S6AeOLbEZjSKM3drCRCEMebOnY+XHfNPKFUq2OOAQ/CSo45G3+bNEiyBngQYNIF67yi2EUQJ/JjUlmXSLzFXhgsHEDZghXU4UQgnJl1OP+OTw8aZ9wvKa9OlW1CHLZ/zQ4RBkK5xgoQvK2wZ+SG1xbSnTjixy0eYUHtMc4kYsZUgstPtMJWcaEQ01zkz9kRnbl5emktElUYRmFYE1KRhWuHVwhWB6UfAPMimvyatYSIEqMXlSltezgG45pprcN111+G0007Deeedh+XLl8vlzEONMPON7jvhIU3CpkiMustFFKwEoV3CYJgg8H3R+HZ3VcTwgprWqh+L/W2hWIDnlYSINuo1RGGAOV2cIMYwtgFqg/2wC2XEQYi67+Pc896Lf33NazF/6WJ09fZg80ANrlskhwaSAK7roFguoVgsCultNOqIggAWiWcUoeB66O3thuMmqNcHUG/UhbgKQZXP+hbiKIHnWJg7p4yia6O6cX3q3HioI20kEpEss52OA3iug0qxgkLBRcNvYLBWR0wbZfYXOXGrkUVaNGSaXW7T3VZrxFCH6Y4isM0IdCzhNfZJBjm1UzJI6LbVEDD2oXwgc9VlZhEw9xKDv5kIxH7h/pe//GX89Kc/xdlnn43TTz8d5XJZ0huNhpBBOuSyszCwtk2vDpR/dggJ5WU7yLlt18X/3PYHVDc+hcHYw67P3gs777wrYj/AdddeiyQKEMbAns/bD4sXL8Z9/7gTqx9+WOyVn7/33li8eBGu+81/4ZHVj2DFiuU46siXYH1EwmojiWPcfPPNiKIAd93/D+y6x3OwdPnOCOo+XMvD3JKDgcF+/PXPt+Ovf78bc+fNw7777oudli1D6Ncxb04XHl+zBtfcchv6NqzDgS/YF3vutRcacYIGbVRtG1Hgo6erhIHNG/Djn/0EkV/HqsMOQykzMzGjhJPjKBOiEPNLRTy9fj3+cMdteOihh/Ds5+yOgw45FI5XQLURSj4rI77m+qbfDr1ApWMqPcw02hMIz3Gtz8UJANJTLYdAxxJe9pR56zUPrJbrPRW4oxEgOSGpMg8lbpnGNdXkzA5p6rROIdamD8w9hRpILjymtnfNmjU499xzccUVV+D888/Hq171KtFckvTGSQjLtUAiRZ4rfTcLILINXA3hrdbq+PxnPo0/3fAbJFYRp77vQ3j3ue/GhoFNOP/cc7Hx8UeFuP7fr3wDbzv5BFx+y4346HvPhVuegzPOPgt3/u0v+O9rf4O6eECw8Po3HodzPvElOG4B1Y0b8ImPX4S//vEWAD7e99kv4LTTz8BTT25CuVTAdVf9CJ/91Kew5pFHUQsToNGPN53+Llz00Y8ggI9vffnf8a2vfw3r1m0Ws4bu7i4cefRL8Z4LPoTuxcvRCBqY013BmocfxLvedgruuv02eYn4yYsOwuDgoNgRUwNtWxY8hwQ/RnephF//9Mf47Kc/gUcfeghRVIXrFfGiQ1+Ciz75GSxeuhxBnIi2OU7dR8xCL21HlbnbgfR1VpQZs9tRsl6qCLQEAh1LePM/cpIGal0GBgaGHlwt0XsqZEcjYLS5tA01S6lUEsJizpl03U4/AsQ+vxhtqdmyT/74xz/iNa95DV796lcL8d1///0BFBAGvkS9imiHKhrW1D9Bvrzp3uc9kfdCjqdCwQODQQSBL6QWqIt7K9ehBjqGFQapDS8ni2WuymhZS/W0FQX41je+iv7160XkYqmAIAhx2fcvwYv/5VgcdfQxsIouLNoHZza3RfpiCGOUPBe/+dWv8K5TThKzBSnALQpGS5csFo3txf/xVXziQxfAdizA6xHXZQMDg/jFT65EEAOf+sY3UeCEN7+Gc898G+66/Q9wSt2I6gP4HxJs20OhUBSTC7pgCGp19FTKuOmG6/CuM/4NQVBHsTQHc+ctwfqn1+Pm636NT35sHr709W+i1jcAp1yeUn8Z092vY5efY79jZ9BURaDtEOhYwsuHitHCcCb1DjvsIIS37XpYG9QRCFBjQ2L1kY98BEuWLBHXekzTZWYQ4P2kr69v6KWZ5NHcY6jhNRPWSCiZfuWVV+Kqq67CGWecgfPOeQfmL9pBJkzxnpS+jM88IckT88AnoU3g2KnWl47BSHbjMIYrmmh6baALBwsFx0YARyaq8dgqeEJ2Vx1zDA468EB87eIvo69vM8Ioxi233IRVq45C1Kgh5oQz8WtrIUoiOFaMDRvW4eMf+iBiEmfbwd77vQDHnngSEsvBPvvsg/sfehT//sWLxcSAVghvPf987LV8OT507jvQv2kzrvnlVXjljTfi5f/rFfjJZZfjb7feBNcpIPR9vPHUtwq5vfwHlyLi7Dra41oJSgUX69c+hc9c9BEhu5bj4ZOf/iQOOvgQHPem4/Dw/ffjt7/5Ff7ytz9h7+fth75aA5bTsY/OmflBaS2KwDQg0NG/Wj54uHBLDS8XJQkCg/5rAQTMV4phkgT5ZN4CoretiLx/mHuIIZAMZMM0Q4DZXyTB3H7605/Gpd/7Lr713e/g8FUvFRtRBgbI5hjNKE6U0chM7W7oZ/a2IkzC6A1icpG6bkwncImg9OJgW/AKJdHwho0YOyxfifdf+FEccuAL8Pe77sHPrrhM2nLfvffAIcn0PJk8Rm0xC7XiAF0lDzf+9rdY+9B9cEtl9M5fgC98/T+w8tl7oh5EsBxbtLjrH18r1+64y854yyn/hh3LZVz1w0tx1TX/xTs4bvv97/HK174Kf7zlFsE9jnzsf/hL8an/+0n0bdiA2265FQ/df5/k5QS6ctHDPXffhQfvu0fwf+Ehh+CVr38NFixcgNcc+1p8+sMfAdwC7rjzb9j7RQchqNbhiZXzzL+UzOiA0MoUgTZDoKMJr+lLEof8Z2GTrltFoBUQOOigg8Tvq+/74Gd1Q4RbQfZ2kpGEkeSWWlzzEkICSYLIhftceMx8XKiNP/XUU/C85z1PrnFdG67riZvUmSa9Rm7eC4uFgmhZHUY7o+yWBd8KYHlA5NdgReEQ5Qs8BwHdjfmZSzC/iiU7LkPvgsV48PH1WLDjCmmrtD2wEccWqlYEy2PJKWkMYxeJbeGG/74elhUgrEc44vDXYaedV+KxdRsQRzYW9fTgvv+5OwtGEeO5e+8FP/LQcIpYuc/zgWt+KeXdf9ed8Df24Yn77hfzC9bw4oMOQ7/jYpNtYf7SZXjo/n+ITIEb06IEf77jVkT1wTQqWaOKX/34SnjFItY88GDqsjZo4MkH74XrD6CIVAtPo5OJFgYMkaAhE2Xiua3KtKVC9LwioAhsCYGOJrx5YmAeRlsCTM8rAs2CgCEoJ554Io488kisXbtWNIf5cd0ssrazHMSbJPbxxx8H+4LhyXnMdNNHJg+1vHwx4fkTTjgB73vf+7DbbrsJPBs2b0bBK2QvLDRHmZhQTTWmvAdSXspKW2LWTjNZIbx0Z+XQ4jZOzRwy8g44qCUAXee6QxO5YiR+XTSobrGCgIa12eLQQS5sCexAv7ZmsRxa8QJPPfYIEvHrC+yyYgUCeo0oFZH4MSpFD08/8aRECWOks+7uMiw79Z5Q6u0dwmuwvx99T65DfWDAFI9KuRvenArqm2w0IvF7JucCK4RrAY+tXg3EIbxCAXfcdhtu/yMnuWWLsPzG6i0XAAAgAElEQVQAQb2BopN6c7D55BwW3+Qcsd3C6RF59UARUASmH4GOJrzTD6/WoAhMHwIkJlxIVHbZZRdZp682LXlLCOy0005CGE0+Qx655WK+Ih199NH4wAc+gMMPPzxNb1RBRwQkW8asQNSnpqAZ2nIckZAL8bVtOCTncZJOK6PBbMJJbBGixEJiy1Q1IbUkvSR/ZjyKuOL1Kg0jLOGJh9rAEA8MQ0yr4GFKSI8JpPhuhhWz+0nA+WUIajVx2xYkEVAatktP7ARuEqDsFkTrbKqwPYY7tkbY2TrUytYbKMQhbAbMyPTTVkL7Y4j/YF5Pat7dOx/lSjfCkBMIPdi2izCoYs6iZaihiKQQpuGOh0UxVY/cbun8yNx6pAgoAtOMgBLeaQZYi1cEZgIB8wmdhEmXmUWARI+412q1IdJn0mirS40uSeRee+2FCy+8EK9//etFQKbzOk4CI/1jBLJQglIYOjaz7SDZNaSV+wybNqSbpYY3ClAuOvBFXpJj+hmOxASDc8A4AWzsZXhMci8luix5qHSJ5kCfDQuWLRNMKMedd/8VFkIUXJpL+AijOpatWDpk7rF+wzq4UR0ubPRteFqqJp6L5i/E0p1WoKtn3pA49b6NQKMKO/TRJX54U1nFJzCARYsWS3jhyA+w3+EH4pOf/Tyq1bqYLdteAQFczJk/F5tqIYKYE/VI27e0jIfHlq7T84qAIjAdCCjhnQ5UtUxFYJoR4IOdJIoL980xiQI/l+sycwgYcss+MAv7gHa69XodCxcuxDve8Q6ceeaZ6OnpkX5j3zEPt/SGwJ4kqSsV6drMBJ8wpc3MlvKzLdRIh1EoE3kpr1nuvu12FGDhH3f+BQP9m2A71Ab7sMOQOt6UpZvM0iISvmFM0lOpd4fR3NixXdH3HvDCF+C3V/xIyr71hhtx/TW/xj+98n+jVvNlotree+8ldrmcJPe3O/6CoN6H4twy7r3rTime8u+213NR6nKxfNeVYj7Bbvntr67CW887G55l4bGHHxKSTPMMUMMbA3s993lw3S5EqOKuv/8VmzduwMGHHIyNfTWZQNfvh+irDsJyHbhWUVzIpca9Qw1+xk5KiZX0PgMYTVAEZgkBfTLOEvBarSKwPQjwwS5auIzwkjiRsJjP6NtTtl47OQQM4eVV7BOuEkXNdfHGN75R7HT33HNPKZQkmFpfLqa/ALrkyiar0TTUeEWQXDP3L603bQPNL8rlEnbZdRf8ni7JigX88Ybr8bp/OgZrH38E9dqARIljW70oAl3qhpzglnm+sThxj/pZaoYzDxVsSUKmS1dntPfNpdMBRD0CDnvJKnxz/o7YtGktgmoV573tdFzz81+JicJJJ/8bDjnoIKzY7dl45IF70b+hD+ef+24s23EH/PHW1CNDqbsHR770aGzsC/GSl74M3/vWN+FaMf56919w2kkngXbDj65+GF1uBXFcFy31QD3A/i98EVbu/hzce9cfseGptXjryW/B0a94BVbssivuvOse7LTrs/DGk09Co16FZbtpO7fAZYXuW5ZMRuTvkr9Rs525XtWaFAFFwCDAGQS6KAKKQAsjYAiX0dC1cFNaWnQSGmO+cNhhh+Hqq6/G9773PZDsMp0kOE92TWNFB5qR3CjTsD5TM2pyT++WY4jtYASyeq2BVS9dJbOzwkYDUaOOW2+4Fg/ddx+WLV+CMAgkb9BogG5paYfMa7k2/BCJ7cBiVLVGatLB9JBmG0mCRkRb4OH89PnQVw+xYuXu+MCHL2I8CCGKfRs34MeXfgc/veTb+PMdf8K8BQtx/gUfhuUURMt67c9/jO99/Wto1OvyovDO91+APffZF09t7McLDzkUh77s5Qgag7Dg4bqrr8INV12NHXfeDfUwTGWHhVojQHfvPHz4ox/FoiU7II5CPPzAP/DNL30eHzznLFz2ra/gsu9/B351ACUngR0HMpHPthKMv6Y9yDYXi0WpSzTnIcMTj9Z6T2+faumKgCKQIqAaXh0JioAioAhMAQIkN3vssQdOOukkHH/88UJuaddrSC5NGMzLyXjVDZPf8XJMbzrlE02vBfiNOl5w8MF4/0Ufxnf/3w+xcd0GLFmyEKe87RSEsY+vfPErsOCgWJkr4XbLvfOxfNfdAMvB4p1XiqlAmFhYuHQn7LTLs2BbEXZctlyCSNAudtHSnbDLrpvFTdm8BTuIF4gNmwfwqn99HXoW9eDrX/wSnnpiLQYHfMzprcDr7kZfEOLFRx2Nb37vh/j6F76A1Y8/hiDysWTJYhz35hPw2uNOwEAjRmQ7QsA/+rGP47PlIm698Wa4ZeCVxx2HPXfdHRd/4jOo+QPwyhV4pQo2rHsKBx9+BL75g0vw1S99FXf+9S8YqNbhOi4Wzu3Bs/fdL7W1jkNxv2aTrecm3Y3ZK7R1pjs33xeNMMeHfoEZEylNVARmBAErjvku3ZmLuQH19/fjgAMOwH333Yeuri5xL2Rs7fRtvDPHhrZaEZgMArxP0F6XWtze3t6hSHdMp3kAozlyS9LLNCGVWQVW5IMazmojQKlUxiXf/y5OPvkUCel71vvej7PffxHWrNuEIv1nTeUy2pA2Kzsl5bQ4sIWkdpcLWPPQ46htGhTCu2DHBdg4sBH9gzXESREVb45EVwvCQTQG+8WVGT1OFLrmokH7ZL+OuN6Pih0iQg+srjLsUoSgbzO8gRCN2AUWLUTdsdDlOKgMNGD3WrDDBOsfXYsN6zdiya67oDCvFwN+AzQIWVCqIKnXcfcjDyAOfey5++7wCkWs76shdsq0y4CLGBU3Qcmx8ND9qzFYiLFy92ch3jyAaNMAalGEsKcLhe5uWIMRKo4DqxAJKX167TqsX7cOBdfDjsuWotLTLX1b6CqjVK5A2Dy7Y5ynJyfmBQxvHAObN20UwsuJpWMS3in2wxvFNnq8BGec+AZcf83V6O7uwimnnoqly5ajq6uCeT3dmNvbg57e+ZgzZ4488/jcow9vjlO+oHGM0jyFW10UgXZBQDW87dKT2g5FQBGYNQRIEkkYuNJO15AFppNEcDH2reMLaciF2TLnOIxq/EK26wxrTj0XJDKZLvRcrB0MsXDpSniLHYRhA+v6akiKFbg9c2DbZdgxwwoHKHpldJUK4nIsgoPQcuBykpdXgFcuwo0GESVzhNiGcYRiuRu9RReNyMZmx4VT8MRLBbWimxsNFGwH85ctxaJly1FLEgwmIYISJwNGSGpVFBMbz3r2nvCsGIN9m1HzIziFCuAUEUWMEpcISY2SEDsu3wVBt4MNfX2Y6xRR6Z6Dsuuiv+ihgViirdFfcJgUEdd89CxahgWLl4Pu0hj5brAewI8S/OzHP0Nt7ZPism2inqFJCH0ZL135HBx21FGoVatCJPnSM3skcvbG1XYNSr1YEZgiBJTwThGQWowioAh0NgIkt+ar0WhSw3OGBD8DpcSDnU7xEjdcnMRGDaEQqpj6zASwQsQS7eAZV09pQkqJ0rqp3IvCECXa4YaDsGEjsWPRnsb0Q0a/uKijESbwPAtBFCEA/exSevqwpT1wgDptdxmwAQXE4Od9D1biwk+A9bRddui5IUCBkdqSBEHJpqEEwihGf0LddyTByOwQqNAfBH0C2zH8JIZfr8s1NsMa0yOEFSEKq4K1T5+7nCxme/CDOpIBan091Ghr7blCSOOAHtFEKjjUoCc+bDdBPayiGkXystKIKDMn4MW48rLL8PAfbpFIG3HmB3usDqAmN2r04ajXvAmrXnEMavUEJN6ws34duoh9m4VpHkrbjh0ZNPQzTN/I2eNd0iLAosdhvnyxnfro3w6U9dIWRUBHfYt2nIqtCCgCzYfAaC2uIb5mO7bEKc0kTaQrK26NYpfkkQtp0jgWCGMXuVWpeY2fuSDVWxqJHDiIA2ol6TU3FM8KlI3kV6SiH14H4qUhvcYxosukMqbRA4VYzlmecNU4ilIOb7mI6c+MnI+T9TICyUltbDftgyU8r+BCXkzD4sz7rXxqF6SEvw0Z5vHFgk2Jo5SgM4AFvUfQVZ+Un14TsEx6W2C9rIdiJLGQX14uctu2TMxzGW4uAborZXzru9/FnEoX4kYjxcLANsY2sm15CRjcvFnaZ5O6y4TAkQSXdaf9nGI/RlGTSkosYkRgzZx0aV3m9zitbfjcpIrWzIpASyOghLelu0+FVwQUgXZAwFCSlOCNbBHJF8muE6eUcuTZqT4aq46U8KU0MF/fWHnHO5/Pm+2P4Hf58/kyuJ8/N9a1+fz5vCbdpJltvsyRadYQSRy+Vsg3td31UDTHG9dvSt2qjZDf5B/esmSZsBjG8KjxDWMUGRVOQhsP10t6ny5mO1zGZPcoEl+Z0mW0gCZ9sqVqfkWgPRBQwtse/aitUAQUgRZHICUrYzeCVMUZzV/Gzqqp24wAUR5JCqmZ5x+Dg1Ab7MJFQA0qQyCPa9KQapH5cI0aETwvDVThWi7CRjpxkSYu07WEI5uQq2b66sxVoruKQNMioIS3abtGBVMEFIFOQUAm6tME1TSYO/zUzw/T2TYaOmky6XaqEXgmxAypHIktMO066kEDXrEEulsb7qxnSkGSHEU+HJfW2XFqg0zTY7EdljjMQxdNNQ0dboPZM9uhKnVHEehIBJTwdmS3d16jJ7ah7Dw82qXF06kpmymMRlsqkACRMJHxplsmWIin2i3ZTDWwheqx5M1jWGCaCicJSWuSupOjq7EkzqyKh/ONtWe7NqmuTGRkGGY/ilNPHbYEYh66RKLPDR1t5w5tki1Xgnbk7clFU52FIGcN/N2Ydbx7o/ltjXd+OyXVyxWBGUdACe+MQ64VzjQCesOeacS1vskgQIJL0sutKA4tRt+lb4KUmHDOFD+fJ5w0pss0IkCgR2pD85YH2Zw38UAxmhiPJRS9OJDM8v4TJ5HY/dJ7xegl9dswFXpe1hMjCRIUbU7ES8vkWBpv0XvjeMhoejsioIS3HXtV2zQCAaOpGJGoB4pAsyCQ8RGjXJTxmpEUcWXGCWucAGVlUdCaRe62kYMdQHJIffr45NA0N8215Xwku4Z0mmvH2g4TXiPHWLm2Js0Sgo1CAXywGwlT92k0wUhTuCHRtWwr3U5AiLemVs2jCLQKAkp4W6WnVE5FQBHoEASMVwQg8H1U63XUanVYUUp4DZEhGFOhF+wQUMdtpqGZQmS3FtCtyZfvqHFrp1Y/pbxGjgmyTniK10dxgoZdgOV64gKNF5DYOo4t5hQ0rbBtJ923NJLahIDqybZDQAlv23WpNkgRaE8EjKbefIblsdlv5RbzU7nR7qbtScBIZK5TxI+vuAI3/+F21KMIblxr5WY2v+xCYo3v2rHFTUlpaqowdo7hVJo98G/L3JiT2Iav2/Y9EmcLgVeBF8d4+B93w3UKqT/kLFQwvxiYtR1+O9uOlV7ZiQgo4R3V677v44EHHsB+++03FDVpVBY9bBoEOCWENnH8NMfwpoxRlcDOIhfxYRMlEVz61iSpkCcPtWRN0wAVZEwEEsQ2o0JRhUkC4kD8o/IzLEluzEAIphOfeQszD3KzlWKatNNTEh/DsxzUA8ApuLASRyYUhVEDax79h6wpGPpfEZg8Al5cgg0PJbeMglMUwms5VrrNiDAjw5lJbhyTPM7/fiZfq16hCDQfAs98WjSfjDMqEX/sQZA9bGe0Zq1ssgiI/oQTQkSLkhIgalU4SYOTN+I4nSASkiAxTzYzWRiv+NecbI2af2YQSBAn/A1S7WVL0AVGqCLJ5afZIAxQLKQz0R3bNaaJIhof0uzn/HZmZN62WigniUYYhigWiqjX69h//wOwzz774NFHH5XABVEUSXsYtpgrF5pdimbYjOltq16vegYC5kXqGSdyCZNRx051eTkxxt1NxI1aFEYyXlasWIHFixej4BXg2I6ES/Y8d4jw5okt9/PH41ahJxSBFkRACe8YnaY/+DFAacKkNEIRtWGc1c7VRhwF8IMGXMcFGMbTtuH7DaFO/OAnij6Z8d6EDVKRMgQSJLaffeeng3+SXwZmtRA7toSnbfi+PLz5UmMe0vnfbZ70NjuslJWL67poNBpYuXIlfv3rX2PDhg1ChPv7+7Fx40Yhw7VaDVyZj1+jSJTzRJjlmPKavd0q3/YjkB/zpjTe86ih5bjg+Z6eHpRKJXl54rZYLMpY43jjyvymHLM1ZZnfkTnWrSLQyggo4W3l3utw2Ul44zgNBkqNF8mP53oQhzwJTRuAhBqxJNWKGbuGVDMWZ8RgMtqaDgd8xprPF5MwI7zsPz6QbRRLXfAbPqIkhO3ygQ7QZRcf0nxoj35wt8rDmnKSoJC8MhRttVoVstLb24u+vj50d3eLX9UCZ99nJIX7/BJlyC63SnRnbIC2REUktuZ3wX2uHEvccpxxDHHLMWVMGsxvaDTxbYkGq5CKwBYQUMK7BYD0dPMiIBpb+QSHzNG6hRt+91t89nP/jiSOEMrnXxtxHEK+i2d2vKlCbWs+NTZv29tdspjhxfjSwok/YqKSYN/n74t3vPOdKJbLsBjq1bZRsBNYdjrRyDykuTVk15BAc67ZcDNyGXl5TCLCtpH4UiNHkwZuSWq5z7wkKiTIXHnMc7p0HgJmfOdbbsY/xxH3SWaNhrdcLsv44rEhujzPfBxzXLiviyLQjggo4W3HXu2ANvGWLJpasWVMEAUh7IKHL33xi/jFL3/ZAQh0XhOvvfY6HHzIwXjJqlWo1mpC+uCkn2UNGnx4c2nWh/ZogsJjykzCSpl5bLYkIFxJTKiVYx4ek+xSu2vMGXhNvtz8vsFFt+2JwHjjnOlm/HB8cQyRAHMdreE1+XiNGXtmHI5Xfnuiqa1qdwSU8LZ7D7dp+6iflWhUMV04xXA9F35tEAMDA3Jzd10Pc+YvACRsPSe2cWqb0OQ2RaS9mpVqbVP/pNWBfoT1GoIglP5lH9cbvjy8USgK2cuTvGYnvWP1lCEWJB9sCwmKaZMhH4bskrCQ8FLbSxLM84Yws2zu69IZCHBMjLVwPBkiyy1/E3nCyzHE49EmDWOVpWmKQLsgoIS3XXqyA9tB36Wp58lYnKtLOCrbEs1XqasH3/jO9zB3wRIEYWbS0IEYtWKT+TITOS5i38fcSgnf/MoX8d2vf1WaUq/VMdDfjyCKxbF+avmQmqeYhzwJnyG9rdB+Q2yN/GPJbEgLiTA1uyS7xryB15syeK0hz2OVo2nthUC+303LTP+b8cSxw3HDlQTXrDzm78QQY+Y315gyTJm6VQTaAQElvO3Qix3bBrrfSf0zcdZ6GPhDoTwT28KKlbuj1D0PYWwCFHSK3W6rarJTuTkZsWE7cJMYvSUPpUqPjHBGiKrWqhgY6Eec2fW67NJMm8WHN8kuH+CGBJqHeCv8RCi3WSg/j0lODAkxZJdtNKtp51jEx5Sl285CwJBVM/Y5jrjP3wdXQ37NPrf5vHm0OK5Mefl03VcEWhEBJbyt2GsqsyDA2ANJEokXXpm17wNhlH7OpXeGuh8i9jOXVuRSM73k6xzi2vlEI9DQSZMwxdvZqHM7mmDbGAwCFKwERcdGzMAhsljikosmDZaTBmfwLFt8jrrZw5wPb0MCt0OCWbuU5MIQdhITEltDRtguM0mN+zzHJb+v5GTWuq5pKuYY4Jgw44bjyaxMM0SX+xxj3JrzbASPdVEE2hGBjiW8vCGYJb9v0nTbfAiYG7HpLzuJ4UUhAtgIYwexVYBlp0Paolsrxl1zPPn0K67KZrhJcfbcyD8+JDDG8NATieKhqGHbLyDrssXPsAWpnw8/kiI+yLiOqHvEwfZXPkUlWEmMsg1YUQTPioGoLiVbVox6bRC1ahW244JBJ3wnteUlEeTDm5/5zcPbjBMzbqZIvGkvhvJyZTvMPkkK22ZIMNtm1mkXSCtoOQTyYz4/lkaPqfyxGWv5xubLyafrviLQigh0LOHlD9k8EPmjp5sWLvoDb61hbMikefibPk0pXtYWsfWd+XYxDG5KKRkS19RPrZzRWJq0qd3StjmrOHVlQV+1/BMZmn9CE/uQYaLF30Jmp02E4jiRgAs0X7GdCK5XQMH1JAADiaAhvdwfHgdTi+10lJa/F5l93pPMmM6nsX7BJ6fdnQ6ZtMzWRyD/LOP+6JVjjIshva3fYm2BIjAxAh1LePnQMDcEkt1FixZNjJSebUoEyOGE3BiN1xDTm31xqWkdXjJqLkn8Z6j6cI6p2BuqUUhuejRMtmkDksVzmIrKZqyMFCu+PjC6WKNeh0Oy6wcIi6kv2tETuPJkccbE3I6KzL3I3Jfyx6Ytpvj8Mfd1UQTyCHDsmHFhxhHPc98cm32zzV+v+4pAuyLQsYQ336F8w6WLFl1aDwG5gac8DgkjqjXR85+f5hn9TWSiralNnSW1KqmQaWjkqcecNq80ZBD9DV8EIkYtY7hefiZPZWgimLYCgFRamhZSi9to+HATC0E40hctC+J4yBPCrSh81rPIGM5e3Iz8+a3Zz5OY/P6sN0AFaCoEaNtttLcUzIwvszXCmmOOJbNvzulWEWhHBDqa8JqHBjvW3CD0hz97w5zY5/vESLI1N2TmkUAU5qJZ3ybwbAvdc3phOzaiKMZAtZ5Gf0tsJBb1lSRyU2vekBBDpOGWkyhGybHR1V0Rt22cz9dXG0RIEm45hnfPOlJbLUACcTFHogvbQRgMu+fiQz4dAyNddG112U2UcazfAdP03tREndTkouTHynhjJ3+vNfv565q8iSqeIjBpBDqa8BqSS9TMD37SCOoF242AISssiH2Sv0GzX3iek3bGXEQ7kdo7kvFOj6HAmDWPm0iZKW+tbyN+9V8/x4ZNm1AolnD4S47E4sU7okG/wKmFKhIrztn3jlvkpE7EpNJBgJ6uMp56dDV+cv11QrQt18U/v/rVcEsl+EEEm6S3hZYksRCFabAFmjDEokEfdtFlxtGWHtrmfLP85seSw8jYQt2jojYJAuPeK0fJp2NsFCB62PYIdDThzffuWA+d/Hndnx4EeNM1N2gSFkaQou9RLuwTEmBzfjwJmu3zPOX2PBfrnn4KF73/fRhY/ySAIr78ox9h5xUrUPd9cas1Xnu2NZ1kP6Sam75b4wgF18HqBx/AheecySlfQKEbq156FHorZdj2LM3k29bG8Tp5mzEa3MweObPd3p5i9VpFQBFQBBSB9kdgar+ntj9e2sIpRIAEl8ttt92Gyy+/XDS7DHlpNHUkjlxJiifSRjSDVnc0LPQo4Dk25lQqcJwS7HIZXubzMrUlSCCR4qZUeL4gOGj4obwkJGGIAn1wOkXYTgmlYgGuzMwe9uE6Wu5mP46p8c+F1DXymrHCrS6KgCKgCCgCisBoBFTDOxoRPZ4xBAw5WbNmDY499lj84Ac/wPvf/34ceOCBIoOZec8DQ3jNNdPl5WCqGk95bYmIFSLiZLooRBykk8dkIhsnj1mcXDY8iS1fN91ycRIe3YmJNjY7SX6c2v6mtrpMTuJIXgwc2rXGCdxCEUlYl8hznDhnztPUIYxCCdaRku60tHy9zbwv0sYpWecLRaeRXPMbaOY+UtmaE4Hh+2ZzyqdSKQIzgYBqeGcCZa1jTATMA5wmDPSd+otf/AKrVq3CGWecgccee0y0lDRpMMSXN21ek2qGU9rHgptVpxcgEdkRB3CchJEUYDkWurq60FUqw7YshHEI0LzAsqUd8mCKI1QKNuZ2l9FV9oSgxgltbmmyYAG2mwaRCBtw4gCVchlz585FwQW8JADEe0EAp1BAEIeUQiJOOEmEcqEAKtYdxxXPDWN2TFMnmt42k/6GX4aaWmwVThFQBBQBRWBWEVAN71bAb4jZVmTVLNuAAPElqSXxrVaruPjii/Gzn/0M73nPe3DyySejXC7LeRJdEuAhbUWTf77uL3mI6AoMCZzYR6nbxia/D9f/1++wfMkKPGff5yIucSIWvVPYiMMYcytdsIMaHvr77XjwgfuweMXOeM5+ByBKbAS1OqzuBWgEEbqTAPO9CHW/jptu/SvWb9qA/XfbAbvssitqbgn9YYyk7CEoMGRZAjuOYAc+0KCWuYKQUbsskuEptanYht7f+ktIdTlWLBMqlRryLAyqpLd5SNShcb/1kGlORUARUAQUgQwBJbyjhgI1jaMXfdCMRmRqj0lkDek1+D/++OM488wzcemllwrxfdWrXiUaX05q48I+SUiASXKM0m9qxdq+0uipIbTgWo5QypJl4abrr8PHLvwY7v/TP0CnE69/y8k472MXoOr7KLoF8QX98D134zMffh9uu/Um1Ot1uI6F573oYLznwovw3H32xtN+IMS4t7uCG3/1K3z2s5/DXfesBrXJXYUQRx11FN5xwWfQO79HTCgk6ET2YkDlMMMNM0QvvUM0u1nIuB3QjP09rrB6QhFQBBQBRaAZEFCThlG9QCJFUsWtmTzFLEKwsklUuj/SfnJ78SDOBmtqes3CYCC33HILXv3qV4OE94477hAtMDXBDD5Aba843zUXNJF5Awk8rRgQhEMBIP7jC1/G/XfcAdex4UQWfviNL+Dqy36E3lIFTuBj8Om1OO2N/wc3/OYqVPsHEAcR/HqA22+8Du845QQ8sWY1GB6lt7sLN990A976byfjL/9zO4J6DYgiDA704edXXolzzzwTJZou+AHshBP+bPpoEKhkm8NLdxUBRUARUAQUgU5AQAlv1svm0yjJW6VSEY0j3WGRVPEct7pOLQbU5hJbemYQ8pp9sjY2u8ZFGc/9/Oc/x+GHH45zzjkH1P6Wy6WhlxDzUV4+eTfJr5ayiGKV4weAH8RYuGgHnHLmmZjXO4cpcC3gB9/6BqKGjwU9c/D5T34cj6++C65TxP4HvADf+e73sPc+z4PjFbHmoftx+Q++jUrJxWD/Rnz2U59EtVoT3P75Dcfikxd/CQsWLILtOLjj97/BT//zcizs7ZaJa8g+9ce0f6ZCXIJeNAlQKoYioAgoAoqAIjADCDzz+/0MVNqMVVDDyEfwHjUAACAASURBVIUk96yzzhK7UZJfQ8SaUeZ2kIl4r127VnAm0TX9QNy5bzS+zFer1fC5z30OV1xxBT7wgQ/ihDcfj2Ix02RmLyTm+lnHJkkQUQHNmWawUY8jvO/d78K73nkelu+wDBd+8L3wLAuPPrIaT61/GgObEtx+282paQdCnPy20/DGN/8fPPz4GnzofedJ+rW/vhpvf+9H8PjDD+HPN/23mHN0dXfjrHecjf1fuA9uu/Ea/Of3vgcLEe64+SYcd/xxMhkwGdKap68GJLwS7UJNA2Z9mKgAioAioAgoAjODgBLeDGej4W00Gvj9738/M+hrLUMIkNBy4dZoeM3LRt5kglrhRx99FKeddiq+8fWv4dJLfoCdd9sNURAIQeaEpqZYGOLXJfWkLpduEWws2XUl1tYG8IJDX4xioQw/qKHq17Fm/dPo9SI88siD4nJs7vy5WLb7bnhgwwD2pYs2hxP1Iqx+6EFs3rAejzx4H5BIqdhpp6VYsmQp1m/0sc/z9sF/ZmYdD953LzZt7oNDm3RCkr7PwaLaWYluUwwRFUIRUAQUAUVg5hBQwjsKa5KrRYsWiWaMn9RJhLkyXZepR4CklpOzBgcHpXBqaElquTWYkwSbdDNpbf8DDsBZZ56BHXdcMmTGS7+15pqpl3TyJYoHBGNvAQu1MERkuyhUulDpmYvG0zVEjQb6B2soF2OE1ZqQU7fkodgzF7UI6Jo3D7ZDDw4RwkaIDU89LSYdRpqe3nmIEvJZC129c00ynlz7JAK/Lr58JcJFxnKpcHYQgwEcWnbS2lArdUcRUAQUAUVAEdg6BJTwZjgZDS99pP7ud79DT08PwjCNWLV1UGquySJgSCzxPvXUU0Wzm3+5MC8bLJf7JLtLly7F6aefjre97e2YN28uwkYVjTjKXkqoDG0SDS9lpo/doRclB57lwUpsNBoM/pDJ6TiolOfAivpS+GIGkkjg2EV4Bbpjo9GtAyuhHwbiQLe9w21kWkT3C46T+uglwU6ACKGUl7odM6zbhk1lM+NgUNFrkifbcZpfEVAEFAFFQBFoMQSU8GYdZjSD1DiuXLlSJq61WF+2rLjLli0bQXYNEWafUNtLM5NSqYQTTzwR559/vvRPFMVo1KrwPBd2FMOxGZAijTjWHEAkKMCBm2Sx1MRbgos4smHFHqoDddGwloplLJm/BOGmOiqFImp+A0EjQt+mQSxaBvRvqgo7tRPALXqYO28elu20XCbCkexu3NQnWmP6gtjUX8vMFSws23ExiuUSwjAaIt003eUUOomB0RwgqRSKgCKgCCgCisCMIKCEN4PZaHhJsgzBMhpec25GeqSDKiGx5QsG8eZiXjqMZpf4056X0dcuuOACHHHEEZLP933xRkC3ZXHEKGYeGkFD/NiaMmYbRoYEtvwGkiRM1bJJiP4nnsROXS6u/MNN8BubxF3Y3PkLsWTRfNS9Kpau2BkPPHAf+jdtwsN3/xVHH74/fnrHH5HEvkxQW77b7thhh0VYumwJElJXx8aaNY9j05OPYsWS5+Lev/wpa3aCXVc+G/Pm9lJdLFHcqGkmrmESwbUZbphGEKnd9JaxUlXwljHSHIqAIqAIKALNjIAS3lG9Q4JFm1ESMeM2a1QWPZxCBIgzSSrJLxeSWBJdmi/svvvu+OAHP4g3vOEN4n/X5KEfXtqfWhJu10KQkDhbCOKU1E2heNtYlCU2sg5CuCUXiWWLZvXrn/wEnvrHP3DJ5T+CW3AQ+j5Wvexl8IoJSkuWYN9Dj8D9998LO0nw7S99HOVoAD/8zldgucSkgaNffSxs18Yuu+6EA15yJO64/ndo1AbxhQ+/B0cedhhu+PmVsG0XMUo46pj/hSgIgTiUNCtxYTsFxLaN0I4Q2TEciQFHPfFEy1aSXbWPmAhEPacIKAKKgCIwywgo4Z3lDtDqUwRIYvmyQW3vggULJMra2Wefjblz50oatbokw8Ma3GGiRkpGU9mtpGYzAHnmzs4toFoPkMQReuYvxtN9A/jslz4PyykhiXzMW7QDjj3ueIQhJ5GFePsZZ+HG3/4GTz32MP7+9/tw+ulnCrGnncIBh78Ux77pTRgYGETXnF6c/o534a233Q5/cDOu/uUvZTUNO/bEt+DwVUei2ghheyXEETXorvgCtuHAii24NrXjDLtmrhp7a6lLh7GB0VRFQBFQBBSBlkJgePZLS4mtwrYTAtSkk9ByOemkk3DTTTfhwgsvFLJrzEqYp5UWEvN6nGDRkh3Ru2AhjjzmGHzgoo9hpxW7oDinB3vssz8+9uWLscfzno9aECCCjaUrdsE3vvt9HHb0MZi3eCmc7l4sWrozXnnsm/GZL38FCxYuRsBJb0GEF7zoIHz6a9/Ec190KEq9O8Cu9GKXlc/BW05/Nz7wsYvQCBLYbkG0ugt23AXzFy3Fgh2WwHaLsC0PfiNEHCWIwgTxBCttpY1mvZXwV1kVAUVAEVAEFIE8Aq3FIvKS637LI2Bso0kODz30UHzkIx/BkUceKe0iATbnSXaHNbvN32yaaYRhgCXLVuDTX2UktRCL5y8QDxMvePFhePyJJ7D7nnugu3cONvZVUSjMEQ3vYCPAs/baG//xg0tx9933YNOmjZi/cDH22ntvDNYC9PUzb1F89TbCAC/7p3/G4Ueswl13/g1RGGDn5cuxbOdd8XR/FV6xhIFaA3vusx++fdmP4Vo2XMtBoVRGuVhBb3cP4uEozuOCSmcSfuiL2zhjfjJuZj2hCCgCioAioAg0KQJKeJu0YzpBLEOgGDL45S9/+dAENhJcY0dNM4dWXOI4gedVsHL3PUAPC6EfYONAFQt33AmLV+yCWqOOgVoAy/ZSn7gM+8u4vxFQ90M8e8994BWLaPgBnt7YD9gObCf1T0y3ZLTA7a82xA73gBceBMu2UK/VsL5/AAntoDlJDTZcr5TKIL6kY0RJgut/dz3WPfk4CowENwG4dIFWS4Adli7FgQceKFp4mp7w5aOVXkAmaKKeUgQUAUVAEegQBJTwdkhHN3Mz6fuYC80XaKebX0h8uRhtL7etQraiKEFQpalGIl4WSFhrQYjYDwDbztpEK9kkjYBm2SlRtT301xqIa430OteTQGnGVjk1MbCQWJYQ2M2DVWGunLiX2PTHG8ONIWuSWBisN8BwwnESY8G8ufjRD76Pv9x8LbyCBxLz8Ra6evPDGAcc+XIceNBBMnGQfcSFLyu6KAKKgCKgCCgCrYKAEt5W6ak2ltMQWENu26apFh1/Dc8KE2ppWWC0M1my4A+W0Fm6CTPJDCThSkRgpoj/Cs4vG4ObkvQy6AS1yHK9zENLYCf0t5uS0shOkLiMr+Zg82A/Pvrxj8OO6ojjmmiBx9LzUj9MKu7bJbiVbpkVSDOTYrEokwszUXWjCCgCioAioAi0BAJKeFuim1TIySMw+/4FGNXMkNjx5Kd3icQ2Zhtp7rE8fPGMnTdASNL2mby0hmAe0RaT2iY2nCSWkMMOPWBQGND/roW5c3uRxBVIBIoxSHQqa1paSF+9NoN/1EX7Tu0yX1CMxn28dk1teorL1JappSkCioAioAh0EgJKeDupt9uqrcMkKOVsJIDDaaR+hvKm6eMyu2lDxUQ0IykdXTslpcaW6bSrFapqkdLm25AXjWYPw8c0UaAOlotJTlNIdrlacCMLkQSbSEAPZHBsBA0fhSgGI7P5lpuZUoxdJ8VyaI6RhBLow7JtRGE4A2Q31S4PS2VaONx+2RvOMOqEHioCioAioAgoAiMRUMI7Eg89ahkEEtFexpYtpM0WCkf70jSABSwGYEjtf20GpjDpTdg+BprgwhaNR3hHc7uU/Ka5R9LB1E6Cmt7QjhFbCZIohEec+ArAIB8MMWxTA5zVltU/FjRCwUl8aTsdhXJNpkoemX2CMkZm3IojknS4GZ1ny9PWy3+acFiQiX5if2yw04l0WwGsZlEEFAFFoHMRUMLbuX3f8i2XSVsWXQ0EooW06OLA6DstF0lGeA1lGkkMp7/58QTzukSWlMcBxi7B2OGOI5rJJqfHa4xkskG73VDqT0mtG8VIoxzbiGlEnCRwt4Kkspp0zVWY2x1H1O1OZt+R/jOEsiG8wnspeqYxT88Ph6Te7kq1AEVAEVAEFIG2RUAJb9t2bSc0zDAveiwYZQ6QkCrxc3yMgNpJq4mHuiG+k+myyV4zOv/o48nUPe15Lek3BxHSCX1phUO9bVliVmFn20wBPO1SaQWKgCKgCCgCrYtAE7OA1gVVJZ9pBEiFRqtHY0RBAwhqiBNqNfP+EmZaPq1vsghYYQhOuYsCmlJkk/qE8dIwIyW8oHmD6H/TY06km9nJdJNtleZXBBQBRUARmC0ElPDOFvJa7xQiwM/eNkBXBZkzL+7tuGghunvnwY/pCYE0SZdmR4Cclv0URzEcK8a8bhfdXeUhsWnkwIVWGQ7NeTPSO5SBrz5bYaqRz6/7ioAioAgoAu2PQMcSXvOg5MORq3Goz3S6Xpod90vtP+CmsoVCYaX/SJASOE5BAimwD/2Gjw+c+y6JNMaACyNcHEylEFrWNCBA/xrUyMcoeDb+54+3psTWAopeUTxGSKU0W7FtWdnn5je9JYGUEG8JIT2vCCgCikD7IdCxhJddyQefeVAyZCoXHpv0NKJV+3V627SIZDeLFOa4LsJ6Y6j/4ijC5Zd8t22a2ukNYehk9nUQRCgWiqLIL5XLQ4SXxNf8lreW+HY6ptp+RUARUAQ6CYGOJbxGy0NSywhfS5culX6npvfJJ5/EvHnz5AHaSYOh1dpK/wOO48Jv1OVDd7lSwYtedCBuufkWWLaDgtclhIi+Y5MkomMCY/Yp+2O3N/1kPvY5TZ1eBGjMkBo1JI4LUDPPlDhGFIVYsGg+VuyyQmweSsUSEvobdhxZDclV0ju9PaSlKwKKgCLQqgh0LOFlh/HhaLS4lUpF+pCEd/PmzbJvSHGrdm47y03TzSSKhdC6rocgCNFoBHjXO9+Fww59MZ56ah2i0BdTlU2bNsL366jXG2B4XPZxGASZL1ca+KZMmP2tfd4coyaxHXk7cWwHtp2S2vnz52LFihXyuy0ViygViuCXGdd1ZSX5zWt6m6MlKoUioAgoAopAMyDQ0YTXkF12hLHh5QOzUChI3yj5aYYhOrYMwlEZ+YvmuZYthCcMQtiWjYMOPAhxFGDTho0Y6O9D1fcxUKujWq2iVqshCAIhvlFErS/NInIxgFXBOzbg05k6xmxChp7gYtuuaOtJalN7XQtd3XNQKhbgFVKiy3NG05snvEbrO52ia9mKgCKgCCgCrYFARxNedhEfkPmFBIhEaKxz+Xy6P/MIjH4B4Sx+y/IRUEnLSUsFB3HiotFoYGBgAFGcILQS+IGPOAxgJTFcemtwHSB2EDKwAQkvp/yLbwAeD5s9zHwLO7PG0f3KvkicovRJSnJtmXTouQVUuspwHQelUgXlUqrhNZpd81s2RNeYN3QmqtpqRUARUAQUgTwCHU14+YA0D1vzkMyDY87l03S/WRBI7T05k9+2LSG3iZUImbUjF8VyBY0kgRcX0ZUArlMACZNf8EFNcLEYyouN9HGm1RWXV6rhnZ0ONlre1IQXoe2lMdYYAllWgOYNhYKLUqkEmjQUs5VmDVyNljf/W87vz07DtFZFQBFQBBSBZkCgowlvM3SAyrCtCKRhZyWCGr1twAYjczGgsDhppbuqggcnLsJmqhUCjgc7CMV8JY7TSWw0ZxDSK9F2Uw3vtkqk120bAqNJqXBfO0oJr5W5HbMtIbxis1vwxD0ZTY+4GjteQ3j5IssyR5e7bdLpVYqAIqAIKALtgIAS3nboxY5uQxpBzeEsNguIkwghJ7MlgIME1BOGjgW3wCPAclw4UTSk3SXZ5Wz/1KSho4Fsosaz3/zMY4MDKyOwJLYkuI5odAso5CasGXLL/lSy20RdqaIoAoqAItAkCCjhbZKOUDEmjwCJTSI63ViUujEssevs7elG6AcI/Qb8RhX1MEIjShD4DUQRg4pEiDLNLjW8sWiI02/qJpLX5KXRK7YVAWPNwOsziwZ4oB19jIR6Xmrr6VElsUQ7b7suPC/T7PIFJnNNpprdbe0BvU4RUAQUgfZHQAlv+/dx27aQE8y4kujQ80Kh6OK+e+/FF7/wRdSqVbieIwSp3qhDAhdEJFC8CGk0vczP6xDLklOGcrUtbE3XsKHowBn04hvbSuB6HhIhuZG8lDz/+c/Ha17zGjFtiLOAI0abm982XQNVIEVAEVAEFIFZR0AJ76x3gQqwrQiQ9NB6F1Y6cY3R1S684AJcdvnl21qkXtfECPzkJz/DHnvuhf33319MUvKa4bzYxqwhn6b7ioAioAgoAp2NgBLezu7/lm49tbYkPeJGLknEdvepdevkE7fteIgSmz4cmANIUr+uLd3gThFeoopkttmuDcSR2OWGQR19/f1i+BD4dRRcB4zIRoJLrTBX7ucXJb95NHRfEVAEFIHORUAJb+f2fRu0PEGMGK5rw2/4MvmM+yTAhe5e/PuXvwKv3I0kTuDYtPcdXkQ7OPQtfThd92YfAXmJCQI4FlApl3D5Dy/FT374fbiFAgYHB8VMhZHyarUqZyEORVejLS8Jbn4VO+9sItvst0wlUAQUAUVAEZgtBJTwzhbyWu8UIECj2xB+EMF2LAkwkWRxRCzbxcGHHY658xehFiSwHC81+DW1ilOHlASP92ncZN3WbZ5gT6YMypOZs07msrbJS68ZXhQgjkPMqZRx8003CyJRlKDeaGDTxk2waOPruvD9QAivIbujQVAN72hE9FgRUAQUgc5EQAlvZ/Z7S7baaOuM8OS2VgKEcBAmFmCT1Kb01Yob6O/vh29XEEZRquHdVgZqKpzk1kYEK7EkCpxcmskmQmey0/6Y9NacoojimWCEPppX01HwyKiAkxRnZHYCt1UL692qjFOaiUTVlaoTVKt9UraVhEjCBhqNGmDZ4EtNxaLHBle0viTA1O5znHAio1l4rIsioAgoAopAZyOghLez+7/lWj+C9KbsELbtIIxpx5lT4iaRhKC16baKwQvEzdXMEh9DyCVULsPlZqpbblLdMuMYM1eCWERjg3iGqy32ySM6aDYIr5DdmcWNbY5YbxzDdhhEIkWBmt96rSYeOOhPmYTXdVzR9JLgkvAaF2XGrCFPfEdgqQeKgCKgCCgCHYWAEt6O6u72bCyJUOqiLM94U0qZtjglkjPdepJWhjtOtbOZopTkjZYYwuIMkaS7tPS8SZFrplXgTJAt1jEs0RazTnWGoarTHfZxo9FAtVYDJyXyZaboeeKSjkEpqN01RHeqRdHyFAFFQBFQBFobASW8rd1/HS99SnAsITripmxolr44LJtVfIZNE6jJHRbFmC+kiZZod81pocfMbj0zBIbJM1xSp+wRFWJiic0utbyOF8MrFMSUgUSXHhrMkie93FeTBoOMbhUBRUAR6FwEhg3dOhcDbXkTIbBt5CQBI6almt6UHDVDk4x218rMEywGuogjkdWQXZLf2LIzu10xghDRJSZGat47PYRt6MWgGZDaShksIAwDNHwfQcA1AL01GMKbd02WJ71bWbpmUwQUAUVAEWhjBFTD28ad20pNM5q4MAyfMeloonaI1pMhho07qokyz/A5apxd2qAmEewkRqlcECNjhsitNQJYrguGQ6ZzNfJPK0l1wohiFBgut1BAEPqIknQi1lRyVHmxoKeKDDtuzYSvGYZpq6tjX/u+n8oZhojCCAG3mYZ3aAxkY2G8gk2bxzuv6YqAIqAIKALth4AS3vbr05ZrEQkLF0NYuD+em6mxGkciJHrdkZYDY2Wd0TSSXWp0HStBvdqPv//pHji2C7vgYvc99hZnDSS0cDlBjXrgBFacoOgVEPgNPPzAvVi8dAm6eueg5vuwUDQt3f52WBYcxxabWE7sIgnk2swLowkLuSXBdWLEWWhoM27y2y21Q0nvlhDS84qAIqAItBcCatLQXv3Zcq0hSeHseq78JG1m2jN9a5etz7m1JW5/PiGQ1DSGIXq7K7jrb3/Gia9+Bd70yn/G2Se9BX2bNsAS/S4kFpz4ZkhiuKTuoY+Pf+iDeO1RB+PUE45H/+YNKHppRLHtlywtgSYgNAkgzoVCYcTLxlTVMR3lcIzQzRxX7udJrhkzzU7cpwMXLVMRUAQUAUVgYgSU8E6Mj56dRgRIUKhdvPvuu/GnP/0JxWJRtIyGiI1VtSE1+VlgzamXpF0xtbu02w1RoK0u7XcTH7Cpqgxg09Qhc0ImPiWSGGXPxdo1j+GXP/5PRCjgzj/cgttvvRlF1x4xMWssbCaTRlJIvBcsXIin1q9HrVaTl41mfHnIt4v9H0exRM/jfmq7PTK6Wj6/7isCioAioAgoAkRACa+Og1lDgBo6LnfddRcOP/xwnHPOOVi3bh1KpZIQX2PqwDxGa2e2mRHDrMluZDKkncdG4yhCkTmaCWpxiDhspLLaQBKHQnhJiKnlBdeM/EZhgPm9Pdj92c8BoiqWrFiB3XdbicCvi09aUy+3QvhGacINPtzaDKfM81me0flvvuVmXPie9+Dtb3gdbr35JjiuiySKh7BOMW4eCmxebOi/wviwoHTSxtw2BVr/KwKKgCKgCCgCwwioDe8wFro3Swh0dXVhYGAAn/vc53DllVfigx/8IE488UTROOYnsRnCZkjdEJGbUbktOAhSYwTbEzvYsF5HyYlRKnmA48KPLPTXQxTjGvzCXPQX56DhLRApvTiBndgI3RKsYgmloAoXHvqTGH6piMEwQu/iHXHxt7+NW2+8Hs/dbz+s2GMvbKz58FwPCTXDQQNlz07NHCyg3ggRxi4S20VsFQHPQiOsw3I4JS5GIXZQcSuIqRG1YwzGNfS6Fj5x9ql49OGHRK5SdQPme8Baat0tF3EYiFY6tCyEqSfhGUV5osrE3pk2x5mvN44Hs050nZ5TBBQBRUAR6FwEVMPbuX3fNC0nkaVpA4MHrF69GqeccgoOO+wwXH311UM2vQw4QPLLvCM0qTPcilSzaMF2HNGcJkGInq4SKuUinljzGB6+/z70bd6IBfN6US6mwRBsF/Aj0kajjUxQKZdQrfbjyccexsCmTejt7hKvA5w3VqsNCnl++ctejvnz5mFwcACe4yAOGUTZwtzeOQgDH489uhprVj8sdsKsP4lCuIwo16ihaEVw4zoWzCnBSRp46vHVeOKhB7Dp6SeRBFX0bV6P0PfheK60pVGv4Ykn1qJarYPeJdgfEW1kxeRihkEep7ot6ZqHXoTGuV6TFQFFQBFQBDoXASW8ndv3TdNymi6QyNJ2l5PWSHxvueUWvOIVr8Dxxx+Pe++9V8wcOLlKzCCE9CbpLP0Z9izAz+qiN41j8b5QKRZw99//hrP/7SS88piX45+POhJvevW/4Guf/xQGBwZQKriIA8DJvseTtJWKBdxw7W9w8mv/FS8/7MV44+tehWuvuRq9lSK6Ch42Pr0Wb3zd6/DSI16Mf/2XV+DPd9yOStGDEwfoKjq46uc/w2nHH4djjjwCRx9xOE54/f/G9ddegzndJUSNQZRtC3YwgJ7/396ZQNlRlXn8X8vbektnJ0l3yAaeTjIQDIsBBDOJJBAQVIwYGHAOKDAZMC6DcIQJiwx6iDiSAQ0Rg4rMoOOoBzmSwQFxdHABJwISMcgQCMQknU7367dWvaqa87/33e5Hp0kC3Z3u1+8rTnXVq+XWvf/vhfOr7333+5wQDz34bXx81fk478wlWHbaCfiHq6/EE5sfxvuWLsGe9r0ICOJWiDu+tA7nLl+KW/7xBvg+U8MxulgXbTgYaI6YL5J0RBQQBUQBUUAUeBMFJKShLAyByyz0JBK+DIhVnjPXyHbgChhPLbVWHsWK9GSEXp6///778cgjj+Cqq67CFVdcgUmTJqnjnKWvf9LWdiNP9lpw4H07UAssFGEzVMAG/m/b87hs1QXo3Plqzy3btz6Lr6y9Fnt3voJP3riOc9bglME8btvo6NiL6z/9KUT5NJxEDNue/z0++4nV+NYPHsKso45G6NMj+zq69uwAEEchl0MUeKiPOfj3f/021q75BBCWY4IBPPPUk1hz5aW474Hv4oQTF6G7swPNTXF88fNrsXH93eV+OQAC7N35OgrpNHZv365C+C2mToOF3a+9pq5LNEyCE4vDYkY1VfiCFetM9GzPEGVHFBAFRAFRQBSoKgVqFnjNz58GZglcXPh5woQJystI6JJl6BUYN25cz0P4ssEcvNxSf3p829vbsXbtWgW/1157LS666CKVSqvkFXWWg4riCcaePQ0O8o7y8EY2wihQ2Rdu//xNCnYJie9eegba5rVh413rgVKAB+/diNNXrMTSM09HWA5pYGhCunMfJk6fiSPnnISnH/8p4okUMrtew49/8D187qabYXPsDifqObBdF1YYoC4ew7atz+O2G24Ao2qTY8fjphtvxAtb/4hN3/g6vK69uO/rGzB//jzUNzfi4R9+T8GuSw9zZGP+CYvwzuOOw9hxE3DaqYtxx1134+a1a9HV0a6A9m8uvQzHHr8IsXFTEQYBvDBCzOG9rE4xyCJKc6KAKCAKiAKiwGFWoGaBl2DUHxwRfL/5zW9i+vTpysNrQPgw26UmHkcPLuH2ueeeU15bo7UKWwCUl90Iweu2bduGSy+9FN/5zndw/fXXY/HixSr7garYW05RZV5kzH2DvaUXmRDYmKrD1t/9D379iyfUhKmGpmZ8+rrP4bRT34UX/vAMHnvkP1WM7+OPbsaSM05XsbfsC6uqxeIJ3HTrF3HO2Stw8fnn4PH/eky18fRvfoNsOo04ITVgvDKhOkAUBGhqSODhH/0AhXSHCqpYdcGH8Zmr/x5//POfsXnzI3jt5Zfw9K9+iaJXgGe7uHfjJsWpgV/CWR9ahVvuuBOJxmYU0t1IxmzM/atjcMe6dehs34MAARad+m586OKLsWtfCdmCtGcrmgAAFZxJREFUrzJJRHyRENgd7K+QtCcKiAKigCgwDArULPAarQ30GsgiMN16663mtGwPkwIEWi60B8G3MiUZj/NzXV2dguDHHnsMP/vZEzj/A+dhw9fuRqKhSXl8i4Vcvy8xgzkE5eGFjbgbw8vb/oRiNqtiKaa2TMfU6bOwa08nTjjhRDz2k80KYrc89RRKPmCXg3gLfoAJrS2YO/8Y+KGLZSvOU8DLiJod21+BX6DXmvkCDWlyglwMhUKA57f8TpUpjiwXEydOxpY/bMVf9uzG5COOwI6XX1Le2s7ODmStDJ5/5hlElvaQX3DxRxFvHIOd7fvQlKpDNl9EVOzU8dBlcbrT3Wjfk0ZXrgQ7noTNmIZyJbPB1E/aEgVEAVFAFBAFhkOBmgVeApSp7kXh29ralP5MwM+F0GUgWB2QP0OiAF8wCLsEXaO3eQmpfCDt4XlezzV1dSnMnDkT2VwByYYm+D5L7x6O8ricLEcWDPH6q6/2BA6PGTMWY8ZPRC6dxpSWGarrHEfHjldVnYlisaCOhbaOECiGNiLHxYTJLQptI9tGrqNDlRtm7KyJR44iC64bx969ndi1c6c6bjkO7lq/Hvdu3IggCpHPZeHEk3ATcbTv24tuL0SpkFbYPGbMeMyZNQvd2SzidSmV9dcFM2LE35BszHZsuG4MNotigGUwTH4G05NKa8i+KCAKiAKigChQXQrULPASshgnSugl/F5++eWYM2eOSovF2FHjZTTgSzDrD8Sqy9wjq7fUk1pv2bIF69evV+BLW/TVmjbgSntxu2rVKqxdeyOOPvooVbAhWyiqrAKxuE4DNpSjJP7xu8N+emWI5fOCyELBjxC5CRR8XVBD+WhJryGQSCRVtwjLXslC5CSQ9YHAioG+7VIYAA5jg1leOQaCrgZPCwRcvojlCvplzLJtdO9rR3efgQbFPJqbGvDqC9vUGT2xLkJDKoFizEKu4CHhxtRku8DzoGamldvg1DSu6Ml6wecL7PaRWD6KAqKAKCAKVKkCNQu8tFclzBJ8ly9fXqVmrO5ut7S04M4771SDIAQTeLlwSxsRLun9Pfnkk3HzzTdjyZIl6nwxn0M85qhrmAUhn/XguDo0Ql0wRH+YvzY1phGtrUf2PIGxslxty4FX9NRxepzHTpqImAuwghoXhi64saTy6rpuCfu60srrSrhtnjwVdiyBgPHI5ZYphc9iFGPHY/LESdj+0p8R+j4u/8SncMpppyGXyaCk8ubq73NLayvaO/YqcI1FEXKZbuzcsR2T3tEGR8UEWypUIRajV12DOR9l24T4kooZBhMHKwBmcEXvNeUuyUYUEAVEAVFAFKg6BWoWeAlTBqyM1QhW4sU1agz9lhBLbym9l7QFPzPXLtOUGS8qbTJ79mxcc801uOSSS5BIJNR5grDKosGSvCrcQWd3IKgN7WIh5UTwij6ap80C4dC2gN07/oTC9mfQNnc+nt/ytALGEA6OmjkbCd9DvAy8tptANr0HTtcrmNE0DS/+/r/B4IKiBcycPR9IjkMu2oXIYdoxwr+HsOShqTmFpkkTVWwtM0Q4TgIfPO9c5H0gR+dwHbAnA3i5PKaOm4aG5onIprtQzOXwkx//CJ9dcCzGxIDuYglp5gV2WDFOF8OgXn6mG5PqYggLOXiwkY9sFO0YkpEHN/IPWn6CqdqUh3hoxZfWRQFRQBQQBUSBt6VAzQJvf2oRnGQ5fAoQcgm2XMwLiDnG8IXGxkasXr0aV199NaZMmaKAuFAoKOglCNt0fzKettxlyz48YSf0eeYLHubNnYfWo+bitRe3Ytfu3dh03yYsOWM5Ht28GbaTQhj6OH3Ze5Goi/V4nt14Et2de7FhwwY8+4fn8B/f/z4c10ZUCrHolFOQiNuwoqhHFzU0emIDYOmy9+KnD/0IdY3NuOdfvoyEA7xn6TLkQ+CV7S9jxjELcNSs2ZjS0opFpy/Goz98EIn6Otx153p4kYMFxx2HHBwsPesc+OlOjJ88Ba/v2KkKaWy45x54QYQ5847Bce86BV4xpNsXfjFQqdFYc+1ArxIHPls2kGxEAVFAFBAFRIFhUkAIb5iEl8fqjAzUgZBLzzrDSlhCmDC7cuVK/PznP8dtt92GI444Qh3nNfQA8/p+l2jo/bvEa/7nBz5ajpyOSz/2MYSBr2J4N9y7CSs/tBJ793YgDHJ413vPwtLly9CRKcBn9TPCve2gaeJUfO+B+/HJv7sS6e4MsqUQ048+BivOfR+iMEJY4i8NvSN0bQu5TA7nrFiB9yw/E7nuThV+8OXbb8P5556Nyy5ciWuu+Ch++8TjaEjGEblxXHblajRMmIpiNodSaOGudbfjYx/5ML71tQ3wizmVGm3ughNU+rNYLIlXduzE2us+g82bN6MumUSpmIMTelBx0So9mYPQ6m+11fHe3sqeKCAKiAKigCgw8hQQ4B15Nqm5HpnwBWZhWLRoER5++GE8+OCDWLBggQpfMEUoeB3DHgi+hMeAE73eDH6HTEVLZTigR7OjYx8uvPgSXHPjrWgeOw5RMY/ILwCOiyXnXYB/+vKXULIt+HaErFfUBR0yHTjnAx/E4rPfr3pYKuQx8x3zccu6OzBuwgR4hQKS8Zi6lheQe20rUmXPbDeFdf+8Hu//yIWIJfUkOL+QQaZjNxBPws92o+T76MoVMf+4d2L91zdh/vGnICwyNlfH4mazOeS6Mipm96MfvxJzTzoNfsFHWNBZJBzbRRiWEHcshF5OFb1QaSnU5DtOwOu76r4NmdzSsCggCogCooAoMAgKSEjDIIgoTQxMAXp1WehjzZo1qnxwKpVSoMtW6fWlR5egy9WEndAT6jouosA/zKVvI0RhAMe2YVkusgUPl1+1BmecdTa2PvsMSkGI1pmzMGfO0fBTMRQ8H7ZXQtuxC3DfQ4/AjiJMnzkbY+rr8dSqC9WEs7nHLsC4SVORKxYQdx11Tamc6cGJxZBMMGuIhS7fQaJhPL7wla/ib6+4Cjtf3Y7du3Zjaut0NI4dh2nTpiGbK8JNJJEpeDjp5FPxjX/7Ll780x/x0ovbUF+Xwqy2uYg7tvIsH9FyJDbe/wD+99e/xZ6/7ERzUxPa5s9DUUG3C8dlpTVCN9+Le13Oyh5BCIaQqCWKkKdX+oBBDwP7jsjdooAoIAqIAqLAQBQQ4B2IenLvgBQw8Lpw4UI8+eSTmDp1qmrPpIszjdOjS8gyoQzKw0vYqvzd31w85NtynDDzBqtMBg72dXVjSusMTJ81Rz2dTtBcPodSSacYKxR9jJswEdNaWhQ3+vmCyoZw+rLlCijzoY1CyYdthZjQPAa/fPRZZPZ1wkkl4cbiCmSLzALh1iMXBCjkA8xsW4Cj5r8TFuN7LSAIgWLRUxkemNrMsmyk8wUkkiksPPEkLDzxROUND0uRAlrG5+Y8H6m6RixdvkKhKqu7UdYXX3wB+XwWbowvFCUVU9xXVpPOj5kd6urqMb519n5g3Pce+SwKiAKigCggCgyXAgK8w6W8PLcHYJmWjAsnpBmP7pvJQ9gd7kWX29UT5pi9FrE4csUSogJz27J/lppQxzwI5FGmKvP9EF6xW/lKCaP0jRa7cwpMsyHQkIqjc287vnvfRmza8FU4qRTCYgGtbQsw7ciZyHseAjcFJ2J2XQvdhaKuhKYm7rE1Wz1HPz9UJYEt24EfhujK6HAF6mZHFhzbUd5YztEklKf9bnWc4RCTJk3EF27+PJ761S/gJBJAwBRrfTTny4dtqWpz2e4unLz4r3H73ZsQhJGG48MeZjLc3wh5viggCogCosBIV0CAd6RbaJT3j2EKnKTG5YAT0so60Mt7qNDbB9MGVUldF8JCEOnSaZbDp7Ecr/qLyIqgDpWfqn7uL+e35SEVUes6amu5tsri4OczuP2Gz7K0hb7LcvHx1VczcS9C30OM9BwRZhlOwEv08/QHHmDmX/aD4QVARPDkhQqwTfiBSvigIJbZIJTX3NL/G3BtB+lMDms+dz062vfAdiIk43GdQ1iBte6WibnWXGuhLpXqdbYPCeyW+64fL39FAVFAFBAFRIG3rIAA71uWTG4YbAVMaIOJ0dUhCwebT9kLQRpsNerpfd3D3isGu8e6vR6oVCWNibAETiBUXmgLLgNgFXiSg3Uls7DcKQWjIDCHCKwIXqmIcWObkGqoRz6bxzELT8JFl6/G2ee9H5lcVucc9ouAxQRhkYJ+7Wkm9DKsgVt6bjUQa+zWz+XEvohgzvvonY24lkBfsY671X0j/DJ0oq1tHmwEiMVt5IslOG78DS8ZDJmwNXGrlxXmQ+5Md/d47Adf7UqrKkUH/xHSoiggCogCosCoVkCAd1Sbd+QPjrDb12NrYnUP3HtdjUwBHH9KL0fUauzlnUNZCIEARnI1Ww2WimUt3S/2QAGpmvT1RhjXoKrvdiwbLjE1YNGNFO7a9G00N41B66yjMXbSFLTv64IT0+Wv9T9WnXjY4nMYR0wnLmG6JyUbn6/BuwcT1Y7+ZMBbv04QgBmFocfBv07MUYDNeF5mUfMjG5Hll+Ol9ZhpH658QVG2yhehgzQObLFDP8vnKDXLW7PPFiwF7XocvS1Si77fo96zsicKiAKigChQ6woI8Nb6N2CYxz8QSIksG4HlwIIPJ/LgRL6exMUx2XGULAcxzWi9/DQI49WAqAGyF7D3b7ikQgr2P67CfMs+X55NKoZ1UXJiWLj4bIXRXrGA3YRdlYqNnOfCczRM9+JfeXA9B3SfoLy5Zsg8Vj6uusJUbhqKo3LoBMMvTKCDZngLFsMomCVDhypXpH8zD4vUBLeKSIf9BzqAI1EUR8RKcJEDMx42p0CXdqd3nJ8FdAegstwqCogCokDtKCDAWzu2HoUjNSBHCNMeXXOEgyXHKTjVhDlix9/T5yhCLptR/aTnlLDbu+irDG7q4z139l52SHtvbOVAtxzwCQyVONDNAzpH3Oba9wmW8iZTGZehGYc+lAH1Rm4WBUQBUUAUqG4FBHir237Se6UAoaj8m74BIMaZIoATlXSIa5WQEUMcepa+rNdzYpTvMMzCYjo0xib3ikDTMm0aFWK2CR24ocMrTJjFKFdGhicKiAKigCjwNhUQ4H2bwsltI0CBMuPqCVnEICJRmXgJvMwhG3iw+Nu3zZ/Ge0+PgN5LF95UAUZkh6rKWxTSi6yzePByxgpzpYeXFehUDHFFO/w8kDCZiqZkVxQQBUQBUWAUKSDAO4qMWWtDUXBTohdQgy7BNyrPCOO5hlQCTQ11KEUWIqYEK+fwVUBkJnsZCi6fk9/Ih/tbpN9KPJY3toGmuiQScf2/KZPNg3ZU3t5yV/tC73CPQJ4vCogCooAoMPIUEOAdeTaRHh2iAgRXpgBjsYo8Sw27MR33yspjpQAP3P8tJOIJ5EsR4OgSxcYDyG2fXAaGhw/x6XLZUClA2wRRACv0kYzH8PstW9Sj1AQ+2Kr6HN9xmBrNUiWe3xjWIAA8VJaRdkUBUUAUqF4FBHir13Y133NWLHMcF77vIx6LIZPJgGWJ1WSvKMAXb7pRx/Yqry9/BOckqIMtEvdwMIWG9nxZf7pwIx3KYMVicOMJeL6HeCIO23F0ajKH9rdV5Th6fytBt3J/aPsrrYsCooAoIApUgwICvNVgJeljvwqo0ASm9GLIQhQhlarHjBkz8cTPnkC+lK24hxB1KLBbcYvsDq8CNFl5iXyfCcoU7I6fMF7lDq6vr0Ms7sK2HVXmuBJw+8KvaUe2ooAoIAqIArWrgABv7dq+ukfO/LBBBBs24vEEstkMEokErrv2Ohx//EJklbfXR6Y7jaLno1AowisW4Xmeqg5WKgUIQu1BjMJQhzOouN79E2FVt1DV13vCq23rlxjLclTZZXp1J06ejNYZM+C4LlzCrmsj5rqqCh29+gRdA7tsoxKCq08F6bEoIAqIAqLAYCpghWG5/ulgtiptiQJDoIABGOXZVQkXLARBCJa6ZdWvfD6vtq7rIJ/PIp/LI53uQjaXRXc6g1w+h3wuB48eQ9/vuZfA2/PPQP2UPgSdlyYPWQHamTYmvDJkhdX0WL6YoBsEARobG1CXSiGZTKCxoQn19fVqTSaT4BqPx1VYi4Fg870xHTDtm8+yFQVEAVFAFBj9CoiHd/TbeNSOUNULYzaygGVlQ7iujULBR1dXBoVCAdlsDvl8Efm8jxLBmFENlgNYIRO5wmaYA2EXYb8prkatcFUyMAWqto0YvbcsxMHMG42NypPPyYjJRKoHbjUcay9vX8DtO1zzwtT3uHwWBUQBUUAUGL0KCPCOXtvWxMgMvOifsm2VsYFePrPYNtTEJnp9+fM3wx44yY2eQkIyPbv0Dssy8hQguHKlbbnSy0vvLVfamLbkPrfKA1wOazD3GfDld8Tsj7xRSo9EAVFAFBAFDocCAryHQ2V5xpAqYGCGP2ETZAlHTFVGGNKwoz8Tigzs8jqCLlcDzUPaSWn8bSmgX2Q09NKmxq4GfA8Gu2/roXKTKCAKiAKiwKhTQIB31Jm09gZkPHoEV0Ivt5UQawDYALGBXV5T6d2tvKf2VByZIza2pQ1pP760EHq5NSvhl/s8z+tkEQVEAVFAFBAF+iogwNtXEfk8ohXoC6UEIh4zxw0YcRAGlgwoEYwIu5XAa+4b0YOuwc7RdmYxdqx8cSH00q4GfrlvgJfXca1sw7QlW1FAFBAFRIHaVECAtzbtXpWj7g9ODdTwHCHHLOY4twQhE75ggLeyrcp9c79sh1cBYz/2wuwbiCXkGqg1+waAzXFzT+X9wzsiebooIAqIAqLAcCogwDuc6suzB00BAo6BXkIPwZbHuE/g5TkDvZVxu5WwWwlJg9YxaeigClTawFxMWxh7VG65T3tya2xrjhnYNW1wa+6tPCb7ooAoIAqIArWngABv7dl8VI64EmwM+HKgPM7P/a1GCANclW2Yc7IdHgUqbcJ92oZAy23ftfK46a3Y0ighW1FAFBAFRAEqIMAr34OqV4BwY6CIgzGfzT63BqAq980xs+U5WUaGAgZYzbayV+YYt4RdLtw3a3/Xio0rVZF9UUAUEAVqTwGptFZ7Nq+JEVcCTmUIQ+XgDTiZa83nymtkf3gUMDapfHp/9jHAy+v6O195v+yLAqKAKCAK1K4CAry1a/tROfL+QKm/gfK6Q722v/vl2OFVgDBrgNbYrfLY4e2NPE0UEAVEAVGg2hSQkIZqs5j094AKEIIMEB3wQvEIHkyeEXvegO+I7aB0TBQQBUQBUWDEKSDAO+JMIh0aqAKHAkRvBYwH2h+5f+AKHIpNB/4UaUEUEAVEAVFgtCogwDtaLSvj6lFAYKlHiqrdeSs2PFQPf9WKIR0XBUQBUUAUeMsKCPC+ZcnkhmpTQACo2iy2f3/FhvtrIkdEAVFAFBAFDl2B/wcThf8xFNxGJQAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div align=center style='font-size:16px'>NumPy的dtype体系以及父子类关系![image.png](attachment:image.png)</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 高级数组操作\n",
    "除花式索引、切片、布尔条件取子集等操作之外，数组的操作方式还有很多。虽然pandas中的高级函数可以处理数据分析工作中的许多重型任务，但有时你还是需要编写一些在现有库中找不到的数据算法。\n",
    "# 数组重塑\n",
    "多数情况下，你可以无需复制任何数据，就将数组从一个形状转换为另一个形状。只需向数组的实例方法reshape传入一个表示新形状的元组即可实现该目的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3],\n",
       "       [ 4,  5,  6,  7],\n",
       "       [ 8,  9, 10, 11]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=np.arange(12)\n",
    "a\n",
    "a.reshape((3,4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2],\n",
       "       [ 3,  4,  5],\n",
       "       [ 6,  7,  8],\n",
       "       [ 9, 10, 11]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([[ 0,  4,  8],\n",
       "       [ 1,  5,  9],\n",
       "       [ 2,  6, 10],\n",
       "       [ 3,  7, 11]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.reshape((4,3),order='C')\n",
    "a.reshape((4,3),order='F')"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " <div style=\"text-align: center;font-size:14px\">按C顺序（按行）和按Fortran顺序（按列）进行重塑![image.png](attachment:image.png)</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "多维数组也能被重塑"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3],\n",
       "       [ 4,  5,  6,  7],\n",
       "       [ 8,  9, 10, 11]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3,  4,  5],\n",
       "       [ 6,  7,  8,  9, 10, 11]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=np.arange(12).reshape((3,4))\n",
    "a\n",
    "a.reshape((2,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "作为参数的形状的其中一维可以是－1，它表示该维度的大小由数据本身推断而来："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3,  4,  5],\n",
       "       [ 6,  7,  8,  9, 10, 11]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3,  4,  5],\n",
       "       [ 6,  7,  8,  9, 10, 11]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.reshape((2,-1))\n",
    "a.reshape((-1,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "与reshape将一维数组转换为多维数组的运算过程相反的运算通常称为扁平化（flattening）或散开（raveling）："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3],\n",
       "       [ 4,  5,  6,  7],\n",
       "       [ 8,  9, 10, 11]])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a\n",
    "a.ravel()\n",
    "a.flatten()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果结果中的值与原始数组相同，ravel不会产生源数据的副本。flatten方法的行为类似于ravel，只不过它总是返回数据的副本："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# C和Fortran顺序\n",
    "NumPy允许你更为灵活地控制数据在内存中的布局。默认情况下，NumPy数组是按行优先顺序创建的。在空间方面，这就意味着，对于一个二维数组，每行中的数据项是被存放在相邻内存位置上的。另一种顺序是列优先顺序，它意味着每列中的数据项是被存放在相邻内存位置上的。\n",
    "\n",
    "由于一些历史原因，行和列优先顺序又分别称为C和Fortran顺序。在FORTRAN 77中，矩阵全都是列优先的。\n",
    "\n",
    "像reshape和reval这样的函数，都可以接受一个表示数组数据存放顺序的order参数。一般可以是'C'或'F'（还有'A'和'K'等不常用的选项）。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3],\n",
       "       [ 4,  5,  6,  7],\n",
       "       [ 8,  9, 10, 11]])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([ 0,  4,  8,  1,  5,  9,  2,  6, 10,  3,  7, 11])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a\n",
    "a.ravel()\n",
    "a.ravel(order='F')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "C和Fortran顺序的关键区别就是维度的行进顺序：\n",
    "* C/行优先顺序：先经过更高的维度（例如，轴1会先于轴0被处理）。\n",
    "* Fortran/列优先顺序：后经过更高的维度（例如，轴0会先于轴1被处理）。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数组的合并和拆分\n",
    "numpy.concatenate可以按指定轴将一个由数组组成的序列（如元组、列表等）连接到一起："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2],\n",
       "       [ 3,  4,  5],\n",
       "       [ 6,  7,  8],\n",
       "       [ 9, 10, 11]])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  6,  7,  8],\n",
       "       [ 3,  4,  5,  9, 10, 11]])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=np.arange(6).reshape((2,3))\n",
    "b=np.arange(6,12).reshape((2,3))\n",
    "np.concatenate([a,b],axis=0)\n",
    "np.concatenate([a,b],axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对于常见的连接操作，NumPy提供了一些比较方便的方法（如vstack和hstack）。因此，上面的运算还可以表达为："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2],\n",
       "       [ 3,  4,  5],\n",
       "       [ 6,  7,  8],\n",
       "       [ 9, 10, 11]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  6,  7,  8],\n",
       "       [ 3,  4,  5,  9, 10, 11]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.vstack((a,b))\n",
    "np.hstack((a,b))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "与此相反，split用于将一个数组沿指定轴拆分为多个数组：\n",
    "\n",
    "传入到np.split的值[x,y]指示在哪个索引处分割数组。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.31811408,  0.68627185],\n",
       "       [ 1.33952963, -0.32473853],\n",
       "       [-0.21757532, -1.05826124],\n",
       "       [-0.81221088, -1.20412746],\n",
       "       [-0.81786946,  0.38824504]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[array([[1.31811408, 0.68627185]]), array([[ 1.33952963, -0.32473853],\n",
       "        [-0.21757532, -1.05826124]]), array([[-0.81221088, -1.20412746],\n",
       "        [-0.81786946,  0.38824504]])]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=np.random.randn(5,2)\n",
    "a\n",
    "np.split(a,[1,3],axis=0)"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " <div style=\"text-align: center;font-size:14px\">关于数组连接和拆分的函数，其中有些是专门为了方便常见的连接运算而提供的。![image.png](attachment:image.png)</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 堆叠辅助类：r_和c_\n",
    "NumPy命名空间中有两个特殊的对象——r_和c_，它们可以使数组的堆叠操作更为简洁："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1],\n",
       "       [ 2,  3],\n",
       "       [ 4,  5],\n",
       "       [10, 11],\n",
       "       [12, 13],\n",
       "       [14, 15]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  0],\n",
       "       [ 2,  3,  1],\n",
       "       [ 4,  5,  2],\n",
       "       [10, 11,  3],\n",
       "       [12, 13,  4],\n",
       "       [14, 15,  5]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=np.arange(6)\n",
    "b=a.reshape((3,2))\n",
    "c=b+10\n",
    "np.r_[b,c]\n",
    "np.c_[np.r_[b,c],a]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "它还可以将切片转换成数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1, 11],\n",
       "       [ 2, 12],\n",
       "       [ 3, 13],\n",
       "       [ 4, 14],\n",
       "       [ 5, 15]])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.c_[1:6,11:16]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1,  2,  3,  4,  5, 11, 12, 13, 14, 15])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.r_[1:6,11:16]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 元素的重复操作：tile和repeat\n",
    "对数组进行重复以产生更大数组的工具主要是repeat和tile这两个函数。repeat会将数组中的各个元素重复一定次数，从而产生一个更大的数组："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 1, 1, 1, 2, 2, 2])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(3).repeat(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对于多维数组，还可以让它们的元素沿指定轴重复："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 1, 2],\n",
       "       [0, 1, 2],\n",
       "       [3, 4, 5],\n",
       "       [3, 4, 5]])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(6).reshape((2,3)).repeat(2,axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 1, 1, 2, 2],\n",
       "       [3, 3, 4, 4, 5, 5]])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(6).reshape((2,3)).repeat(2,axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，如果没有设置轴向，则数组会被扁平化，这可能不会是你想要的结果。同样，在对多维进行重复时，也可以传入一组整数，这样就会使各切片重复不同的次数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 1, 1, 2, 2, 3, 3, 4, 4, 5, 5])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(6).reshape((2,3)).repeat(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 1, 2],\n",
       "       [0, 1, 2],\n",
       "       [3, 4, 5],\n",
       "       [3, 4, 5],\n",
       "       [3, 4, 5]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(6).reshape((2,3)).repeat([2,3],axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 1, 1, 1, 2, 2, 2, 2],\n",
       "       [3, 3, 4, 4, 4, 5, 5, 5, 5]])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(6).reshape((2,3)).repeat([2,3,4],axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "tile的功能是沿指定轴向堆叠数组的副本。你可以形象地将其想象成“铺瓷砖”："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 1, 2],\n",
       "       [3, 4, 5]])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([[0, 1, 2, 0, 1, 2],\n",
       "       [3, 4, 5, 3, 4, 5]])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=np.arange(6).reshape((2,-1))\n",
    "a\n",
    "np.tile(a,2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第二个参数是瓷砖的数量。对于标量，瓷砖是水平铺设的，而不是垂直铺设。它可以是一个表示“铺设”布局的元组："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 1, 2, 0, 1, 2, 0, 1, 2],\n",
       "       [3, 4, 5, 3, 4, 5, 3, 4, 5],\n",
       "       [0, 1, 2, 0, 1, 2, 0, 1, 2],\n",
       "       [3, 4, 5, 3, 4, 5, 3, 4, 5]])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.tile(a,(2,3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 花式索引的等价函数：take和put\n",
    "获取和设置数组子集的一个办法是通过整数数组使用花式索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0, 10, 20, 30, 40, 50, 60, 70, 80, 90])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([60, 50, 20])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=np.arange(10)*10\n",
    "a\n",
    "ids=[6,5,2]\n",
    "a[ids]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ndarray还有其它方法用于获取单个轴向上的选区："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([60, 50, 20])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.take(ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0, 10,  1, 30, 40,  1,  1, 70, 80, 90])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.put(ids,1)\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0, 10,  4, 30, 40,  3,  2, 70, 80, 90])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.put(ids,[2,3,4])\n",
    "a"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "要在其它轴上使用take，只需传入axis关键字即可："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3],\n",
       "       [ 4,  5,  6,  7],\n",
       "       [ 8,  9, 10, 11]])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([[ 8,  9, 10, 11],\n",
       "       [ 0,  1,  2,  3],\n",
       "       [ 4,  5,  6,  7]])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([[ 2,  0,  1],\n",
       "       [ 6,  4,  5],\n",
       "       [10,  8,  9]])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=np.arange(12).reshape((3,-1))\n",
    "ids=[2,0,1]\n",
    "a\n",
    "a.take(ids,axis=0)\n",
    "a.take(ids,axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "put不接受axis参数，它只会在数组的扁平化版本（一维，C顺序）上进行索引。因此，在需要用其他轴向的索引设置元素时，最好还是使用花式索引。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 广播\n",
    "\n",
    "广播（broadcasting）指的是不同形状的数组之间的算术运算的执行方式。它是一种非常强大的功能，但也容易令人误解，即使是经验丰富的老手也是如此。将标量值跟数组合并时就会发生最简单的广播："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([0, 3, 6, 9])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=np.arange(4)\n",
    "a\n",
    "a*3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里我们说：在这个乘法运算中，标量值5被广播到了其他所有的元素上。\n",
    "\n",
    "我们可以通过减去列平均值的方式对数组的每一列进行距平化处理。这个问题解决起来非常简单："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0],\n",
       "       [1, 1, 1],\n",
       "       [2, 2, 2],\n",
       "       [3, 3, 3]])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([1.5, 1.5, 1.5])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([[-1.5, -1.5, -1.5],\n",
       "       [-0.5, -0.5, -0.5],\n",
       "       [ 0.5,  0.5,  0.5],\n",
       "       [ 1.5,  1.5,  1.5]])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=np.tile(np.arange(4).reshape((4,-1)),(1,3))\n",
    "a\n",
    "b=a.mean(0)\n",
    "b\n",
    "c=a-b\n",
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0],\n",
       "       [1, 1, 1],\n",
       "       [2, 2, 2],\n",
       "       [3, 3, 3]])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([[1, 2, 3],\n",
       "       [2, 3, 4],\n",
       "       [3, 4, 5],\n",
       "       [4, 5, 6]])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=np.tile(np.arange(4).reshape((4,1)),(1,3))\n",
    "a\n",
    "a+np.arange(1,4)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div  style=\"text-align: center;font-size:18px\">一维数组在轴0上的广播![image.png](attachment:image.png)<div>"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 1, 1],\n",
       "       [3, 3, 3],\n",
       "       [5, 5, 5],\n",
       "       [7, 7, 7]])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a+np.arange(1,5).reshape((-1,1))"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div  style=\"text-align: center;font-size:18px\">二维数组在轴1上的广播![image.png](attachment:image.png)</div>"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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